{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9e01488e-1767-470e-9dbc-3d198dc1b1d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ee52b555-8848-497e-9c01-a879001adca4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户</th>\n",
       "      <th>手机上网整体满意度</th>\n",
       "      <th>网络覆盖与信号强度</th>\n",
       "      <th>手机上网速度</th>\n",
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       "      <th>居民小区</th>\n",
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       "      <th>高校</th>\n",
       "      <th>商业街</th>\n",
       "      <th>地铁</th>\n",
       "      <th>...</th>\n",
       "      <th>畅享套餐档位</th>\n",
       "      <th>畅享套餐名称</th>\n",
       "      <th>主套餐档位</th>\n",
       "      <th>当月MOU</th>\n",
       "      <th>近3个月平均消费（剔除通信账户支付）</th>\n",
       "      <th>近3个月平均消费（元）</th>\n",
       "      <th>本年累计消费（元）</th>\n",
       "      <th>码号资源-激活时间</th>\n",
       "      <th>码号资源-发卡时间</th>\n",
       "      <th>客户星级标识</th>\n",
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       "      <td>用户1</td>\n",
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       "      <td>9</td>\n",
       "      <td>54</td>\n",
       "      <td>9.20</td>\n",
       "      <td>9.20</td>\n",
       "      <td>36.60</td>\n",
       "      <td>2020-07-17</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>一星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>用户2</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>-1</td>\n",
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       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>172</td>\n",
       "      <td>21.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>81.49</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>2021-12-25</td>\n",
       "      <td>未评级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>用户3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>129</td>\n",
       "      <td>畅享套餐129档-语音29新流量100</td>\n",
       "      <td>129</td>\n",
       "      <td>206</td>\n",
       "      <td>69.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>276.10</td>\n",
       "      <td>2021-11-01</td>\n",
       "      <td>2021-10-29</td>\n",
       "      <td>一星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>用户4</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>-1</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>1930</td>\n",
       "      <td>81.57</td>\n",
       "      <td>81.57</td>\n",
       "      <td>331.10</td>\n",
       "      <td>2021-08-23</td>\n",
       "      <td>2021-08-23</td>\n",
       "      <td>一星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>用户5</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>18</td>\n",
       "      <td>21.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>84.00</td>\n",
       "      <td>2021-08-02</td>\n",
       "      <td>2021-08-02</td>\n",
       "      <td>准星</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 125 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    用户  手机上网整体满意度  网络覆盖与信号强度  手机上网速度  手机上网稳定性  居民小区  办公室  高校  商业街  地铁  ...  \\\n",
       "0  用户1          8          7       7        7    -1   -1  -1   -1  -1  ...   \n",
       "1  用户2          9          9       8        9    -1   -1  -1   -1   5  ...   \n",
       "2  用户3          4          3       3        3     1    2   3    4   5  ...   \n",
       "3  用户4          9          8       8        7    -1   -1  -1   -1   5  ...   \n",
       "4  用户5         10         10      10       10     1   -1   3   -1  -1  ...   \n",
       "\n",
       "   畅享套餐档位               畅享套餐名称  主套餐档位 当月MOU  近3个月平均消费（剔除通信账户支付）  近3个月平均消费（元）  \\\n",
       "0       9        畅享套餐9档-语音9流量0      9    54                9.20         9.20   \n",
       "1       0                    0     49   172               21.00        21.00   \n",
       "2     129  畅享套餐129档-语音29新流量100    129   206               69.00        69.00   \n",
       "3       0                    0     49  1930               81.57        81.57   \n",
       "4       0                    0     49    18               21.00        21.00   \n",
       "\n",
       "   本年累计消费（元）  码号资源-激活时间  码号资源-发卡时间 客户星级标识  \n",
       "0      36.60 2020-07-17 2020-06-29     一星  \n",
       "1      81.49 2021-12-29 2021-12-25    未评级  \n",
       "2     276.10 2021-11-01 2021-10-29     一星  \n",
       "3     331.10 2021-08-23 2021-08-23     一星  \n",
       "4      84.00 2021-08-02 2021-08-02     准星  \n",
       "\n",
       "[5 rows x 125 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traindata=pd.read_excel('./data/附件2上网业务用户满意度数据.xlsx')\n",
    "traindata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c95f1dca-fd78-4224-9416-8ae7f854c0cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户id</th>\n",
       "      <th>是否遇到网络问题</th>\n",
       "      <th>居民小区</th>\n",
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       "      <th>高铁</th>\n",
       "      <th>其他，请注明</th>\n",
       "      <th>...</th>\n",
       "      <th>当月ARPU</th>\n",
       "      <th>当月MOU</th>\n",
       "      <th>前3月ARPU</th>\n",
       "      <th>前3月MOU</th>\n",
       "      <th>外省流量占比</th>\n",
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       "      <th>GPRS-国内漫游-流量（KB）</th>\n",
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       "      <td>20.09</td>\n",
       "      <td>33</td>\n",
       "      <td>19.71</td>\n",
       "      <td>32</td>\n",
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       "      <td>三星</td>\n",
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       "      <td>三星</td>\n",
       "      <td>否</td>\n",
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       "      <td>31</td>\n",
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       "      <td>三星</td>\n",
       "      <td>否</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 87 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   用户id  是否遇到网络问题  居民小区  办公室  高校  商业街  地铁  农村  高铁  其他，请注明  ...  当月ARPU  当月MOU  \\\n",
       "0     1         1     1   -1  -1   -1  -1   6   7      -1  ...  105.00    119   \n",
       "1     2         1    -1   -1  -1   -1  -1   6  -1      -1  ...  140.00     64   \n",
       "2     3         2    -1   -1  -1   -1  -1  -1  -1      -1  ...   20.09     33   \n",
       "3     4         2    -1   -1  -1   -1  -1  -1  -1      -1  ...   11.25    153   \n",
       "4     5         1     1   -1  -1   -1  -1  -1  -1      -1  ...   51.00    110   \n",
       "\n",
       "   前3月ARPU  前3月MOU    外省流量占比  GPRS总流量（KB） GPRS-国内漫游-流量（KB）  是否5G网络客户  客户星级标识  \\\n",
       "0   100.00     145  0.000000      2215643                0         是      银卡   \n",
       "1   233.99      87  0.000000     23273941                0         否      银卡   \n",
       "2    19.71      32  0.000000      2088114                0         是      三星   \n",
       "3    16.65     292  0.000269      3691155              993         否      三星   \n",
       "4    41.15      31  0.000000     40765275                0         是      三星   \n",
       "\n",
       "   是否不限量套餐到达用户  \n",
       "0            否  \n",
       "1            否  \n",
       "2            否  \n",
       "3            否  \n",
       "4            否  \n",
       "\n",
       "[5 rows x 87 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testdata=pd.read_excel('./data/附件4上网业务用户满意度预测数据.xlsx')\n",
    "testdata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fc4cadd9-bd34-4af9-afaf-4ee6fc652665",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['快手',\n",
       " '全部都卡顿',\n",
       " '其他，请注明.1',\n",
       " '优酷',\n",
       " '其他，请注明.4',\n",
       " '商业街',\n",
       " '客户星级标识',\n",
       " '全部游戏都卡顿',\n",
       " '套外流量（MB）',\n",
       " '下载速度慢',\n",
       " '部落冲突',\n",
       " '终端品牌类型',\n",
       " '其他，请注明.5',\n",
       " '脱网次数',\n",
       " '手机上网速度慢',\n",
       " '淘宝',\n",
       " '爱奇艺',\n",
       " '阴阳师',\n",
       " '终端品牌',\n",
       " '腾讯视频',\n",
       " '网络信号差/没有信号',\n",
       " '地铁',\n",
       " '手机支付较慢',\n",
       " '百度',\n",
       " '微信质差次数',\n",
       " '全部网页或APP都慢',\n",
       " '打游戏延时大',\n",
       " '办公室',\n",
       " '其他，请注明.2',\n",
       " '性别',\n",
       " '今日头条',\n",
       " '显示有信号上不了网',\n",
       " '是否5G网络客户',\n",
       " '上网质差次数',\n",
       " '微信',\n",
       " '梦幻西游',\n",
       " '手机QQ',\n",
       " '打开网页或APP图片慢',\n",
       " '其他，请注明.3',\n",
       " '欢乐斗地主',\n",
       " '当月MOU',\n",
       " '看视频卡顿',\n",
       " '搜狐视频',\n",
       " '火山',\n",
       " '龙之谷',\n",
       " '高铁',\n",
       " '上网过程中网络时断时续或时快时慢',\n",
       " '咪咕视频',\n",
       " '和平精英',\n",
       " '京东',\n",
       " '套外流量费（元）',\n",
       " '抖音',\n",
       " '芒果TV',\n",
       " '是否不限量套餐到达用户',\n",
       " '高校',\n",
       " '王者荣耀',\n",
       " '炉石传说',\n",
       " '农村',\n",
       " '梦幻诛仙',\n",
       " '其他，请注明',\n",
       " '拼多多',\n",
       " '居民小区',\n",
       " '新浪微博',\n",
       " '穿越火线']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "setcols=list(set(traindata.columns).intersection(set(testdata.columns)))  \n",
    "setcols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "275effed-3975-4a71-9e50-6c1dbeb789ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "traindata['脱网次数'].fillna(0,inplace=True)\n",
    "traindata['微信质差次数'].fillna(0,inplace=True)\n",
    "traindata['上网质差次数'].fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "df99d10e-ca4b-483a-973e-16ffa051479d",
   "metadata": {},
   "outputs": [],
   "source": [
    "dinglei=['部落冲突', '性别','是否不限量套餐到达用户','手机上网速度慢', '和平精英', '高铁','京东','阴阳师','梦幻诛仙','手机支付较慢', '打游戏延时大','优酷', '网络信号差/没有信号','客户星级标识',\n",
    " '咪咕视频','龙之谷','办公室','居民小区','看视频卡顿','其他，请注明.3','其他，请注明.1','地铁','搜狐视频','打开网页或APP图片慢','梦幻西游','农村', '淘宝',\n",
    " '腾讯视频','拼多多','显示有信号上不了网','是否5G网络客户','商业街','全部网页或APP都慢','芒果TV', '欢乐斗地主',\n",
    " '穿越火线','炉石传说','火山','全部都卡顿','抖音','今日头条','其他，请注明','上网过程中网络时断时续或时快时慢','百度','新浪微博','高校', '微信',\n",
    " '全部游戏都卡顿','其他，请注明.2','王者荣耀','下载速度慢','爱奇艺','其他，请注明.4','其他，请注明.5','快手','手机QQ']\n",
    "\n",
    "dingliang=['手机上网整体满意度', '网络覆盖与信号强度', '手机上网速度', '手机上网稳定性','套外流量费（元）', '套外流量（MB）', '脱网次数', '当月MOU', '微信质差次数', '上网质差次数',]\n",
    "\n",
    "traindata_clean=traindata[dingliang].copy()\n",
    "testdata_clean=testdata[['用户id']+dingliang[4:]].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0eee68f0-1819-4ef0-9ec9-84298010989a",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in dinglei:\n",
    "    traindata_clean=pd.concat([traindata_clean,pd.get_dummies(traindata[i],prefix=i)],axis=1)\n",
    "    testdata_clean=pd.concat([testdata_clean,pd.get_dummies(testdata[i],prefix=i)],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef5cbc34-f9b3-44d7-829e-06a47df87f05",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in traindata_clean.columns:\n",
    "    ull=traindata_clean[i].isnull().sum()\n",
    "    if ull>0:\n",
    "        print(i,ull)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6596089e-621c-4064-9600-8cc92119e254",
   "metadata": {},
   "outputs": [],
   "source": [
    "traindata_clean.to_csv('./ans1/traindata_clean_附件2.csv',encoding='GBK',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b75b190f-2215-46d4-928a-02c214bf4f96",
   "metadata": {},
   "outputs": [],
   "source": [
    "testdata_clean.to_csv('./ans1/testdata_clean_附件4.csv',encoding='GBK',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "207b12e1-ba5c-44db-8524-bb92b127cf84",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.tree import plot_tree\n",
    "\n",
    "from sklearn import tree\n",
    "\n",
    "from sklearn.metrics import classification_report\n",
    "\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "617f5520-d13b-4cbc-8595-a198e0c32d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y1=traindata_clean[traindata_clean.columns[0]]\n",
    "Y2=traindata_clean[traindata_clean.columns[1]]\n",
    "Y3=traindata_clean[traindata_clean.columns[2]]\n",
    "Y4=traindata_clean[traindata_clean.columns[3]]\n",
    "X=traindata_clean[traindata_clean.columns[4:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "72fce20c-1bf8-4316-8911-01c6b8488991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 8,  9,  4, 10,  3,  2,  7,  6,  5,  1], dtype=int64)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y1.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "33d98cab-8147-4d9a-9cd1-d09237254d7a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "全部数据训练效果\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      0.99      0.99       458\n",
      "           2       1.00      1.00      1.00        87\n",
      "           3       1.00      0.99      0.99       210\n",
      "           4       0.99      0.99      0.99       160\n",
      "           5       1.00      0.99      0.99       410\n",
      "           6       0.99      0.99      0.99       438\n",
      "           7       1.00      0.99      0.99       539\n",
      "           8       0.99      0.98      0.98      1005\n",
      "           9       0.97      0.97      0.97       857\n",
      "          10       0.98      0.99      0.98      2856\n",
      "\n",
      "    accuracy                           0.99      7020\n",
      "   macro avg       0.99      0.99      0.99      7020\n",
      "weighted avg       0.99      0.99      0.99      7020\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#选择决策树模型为：entropy。\n",
    "YY=Y1\n",
    "\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "print('全部数据训练效果')\n",
    "print(classification_report(y_pred,YY))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "87680994-a16d-4aaa-840c-8a69dcbf07d7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('手机上网整体满意度 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/手机上网整体满意度featureimportance')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5279a98f-e186-4b35-a30c-1bd8b4fef16c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:19172): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\手机上网整体满意度决策树图.pdf'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings \n",
    "warnings.filterwarnings('ignore')\n",
    "#决策树可视化，画出决策树的图\n",
    "\n",
    "import graphviz\n",
    "#语音通话整体满意度\t网络覆盖与信号强度\t语音通话清晰度\t语音通话稳定性\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/手机上网整体满意度决策树图\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "35423f10-99f8-454b-89df-70bb4ef25f75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      0.99      1.00       431\n",
      "           2       1.00      1.00      1.00       117\n",
      "           3       1.00      1.00      1.00       227\n",
      "           4       1.00      0.99      1.00       199\n",
      "           5       1.00      0.98      0.99       444\n",
      "           6       1.00      0.98      0.99       515\n",
      "           7       0.99      0.98      0.99       643\n",
      "           8       0.99      0.98      0.98      1066\n",
      "           9       0.98      0.96      0.97       839\n",
      "          10       0.97      0.99      0.98      2539\n",
      "\n",
      "    accuracy                           0.98      7020\n",
      "   macro avg       0.99      0.99      0.99      7020\n",
      "weighted avg       0.98      0.98      0.98      7020\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:11796): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\网络覆盖与信号强度决策树图.pdf'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YY=Y2\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "\n",
    "print(classification_report(y_pred,YY))\n",
    "\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('网络覆盖与信号强度 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/网络覆盖与信号强度featureimportance')\n",
    "plt.show()\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/网络覆盖与信号强度决策树图\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0561d5cb-646d-40b2-82ed-d58cea0efbe4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00       416\n",
      "           2       1.00      1.00      1.00       104\n",
      "           3       1.00      1.00      1.00       235\n",
      "           4       1.00      0.99      0.99       201\n",
      "           5       1.00      0.98      0.99       462\n",
      "           6       1.00      0.99      0.99       479\n",
      "           7       0.99      0.99      0.99       675\n",
      "           8       0.99      0.97      0.98      1082\n",
      "           9       0.98      0.95      0.96       859\n",
      "          10       0.97      0.99      0.98      2507\n",
      "\n",
      "    accuracy                           0.98      7020\n",
      "   macro avg       0.99      0.99      0.99      7020\n",
      "weighted avg       0.98      0.98      0.98      7020\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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6dYoOHTrw888/8+67777SPJ5148aNZOfKlCmDjU3q/+3asWNHsnlWqFDhD88lLZJKYMD/BciT5vzstdT6QGIQ3dnZ+ZXu/+2331K2bFnu3LlDz549OXPmjFXGcpI8efK81FySHDt2zMiYhsSNLn//rFeuXGlcnzp1KkeOHKFWrVocOXKEcuXKMX/+/Fdak4iIyH+FgssiIiIi8p/n6+uLt7e3sUld0ieprnL69OmTXcuYMSM+Pj4AlC5dmjFjxhiZoc/atWuXVWboX+HcuXN8+umnjB8/nh49erB48WJGjRpFdHQ0M2bMoEuXLkyaNImnT58+d5xdu3ZRunRpgoOD2bVrF+nTpyc+Pp6EhASqVKnCzz//zMWLFxk4cKDRJyEhgUuXLpElSxZatGhBVFQU3333HR4eHpw/f56QkBDu3btHwYIF6dmzp1GS4HUqWrQod+7csQo+f/vtt3z//fcArFmzBh8fH7Zs2UK3bt0oUaIEFy9eTDZOUq3slLKzbW1trTJrb968yeHDh196jklfOERHRxtzzJQpE5988onVpn9/hWdLZBw5cgSAfPnyAYmZzPv27bNqv3fvXiPD+WU971muXLmSypUr8/nnn/Pee++RI0eOFJ+B2WxOcezChQtjb29vVaM5KiqKqlWrsnXrViDx78Rvv/1m9Xfi559/Njb1u3nzJv3796do0aIMGTKEHTt20L59e/z8/NK0ThERkf8a1VwWEREREfmDGjRoYNQrfjaLcvv27dy4cYNWrVql2G/RokXkz5+f2rVrv9b5dO/encaNGxtlAuLi4lixYgWbNm3C1dWV4cOH07Rp0xQDffHx8cTGxrJ7925mzJhBp06dGDBggJEZHBsbS2xsLJBY1/bQoUO4u7sb/U+fPk1YWJhVneI6derQtGlTmjRpwnfffUffvn1xcnL60zZLGzNmDG+99RajRo2ibt26HDp0iAkTJvDVV18BiSUc7ty5w4YNG0ifPj3z58/n8OHD5M6d22qcwoUL4+LiwvTp03nzzTeNzREzZcpEiRIl2Lx5M0OGDDE2y/t99vTz5M6dm3fffZdevXoRHh5OlixZmDp1KmfPnmXx4sWv9Xm8yJw5c8iWLRuZMmVi0KBBlCtXzsieHjNmDHXq1KFnz560bNmSjRs3cvDgQaMW98vy8fEhe/bszJ07l/bt23Px4kXKli1L4cKFyZAhAz/99BPbtm0jKiqKGTNmcO3atRT/fqbExcWFfv36MW3aNNzc3ChWrBiLFy/G2dnZqMM9YsQIihcvzgcffED79u25cOECgwcPNkp5uLu7s3r1amJiYoyN/X7++WejrIaIiIikTMFlEREREZEUWCwWzpw5A6SeMZmS+Ph44uLiePDgAb169eKDDz7A09PTuG5nZ8fjx4+JjIzkiy++oHLlytSuXZvAwEASEhKMjfSSREREEBoayq+//prsXgkJCURFRVGqVCmrOrqff/45Dg4OxvF7771HlixZjCC2r68vvr6+RiZvknPnztGxY0dKly6Nra0tpUqV4s0332T16tXky5cPNzc3Bg4ciJubG8ePHycqKorw8HAePXpEgQIFKFu2LJs3b6ZYsWJ4eXlZjb1gwQJq1KhB7ty58fb25sSJE1ZzfJ1q1arFunXrmDBhAjNnziRXrlx89tlnNG/eHID+/fsTGBhI165dsbOzo0WLFnTv3p3du3cTFxdnbOzo6urK2rVrGThwIOPGjSN79uzG5nsjRozg7NmzxnqGDx+e5hIfS5YsYfjw4QwYMIDIyEiqVKnC7t27cXFxeb0P5AWmTJnCrFmzCAoKonr16lYlU2rVqsXWrVsZPnw4fn5+FCxYkO+++85qM7+XtX79enr06MGnn35KxowZ+e677wCYOHEit27dolWrVri6utKxY0cyZ85slJ15GUmB5enTpxMWFka5cuXYs2ePUe+8YMGC7Nixg+HDh7Nq1SqyZMnC+PHjjaz79OnT8/333zNixAgaNWqEyWSiZs2aLFy4MM3rFBER+S8xWVIrUCUiIiIi8h9179498ufPT1hYGK6urly6dImMGTO+sF9cXBx2dnasXLkSZ2dnJk6cyOHDh3FycjLanD59mrp163Lv3j1cXFz48ccfKVmyJEWLFuXatWtGYPNlxMbGEh0dzZMnT3B0dKRv376cOXOG/fv3P7ffzZs3+eyzz9i1axfHjh0jIiICs9nMuHHj+O233/jss88wmUyEhISwbt06jhw5wq+//sqDBw94+vQpMTExxMfHY7FYMJlM2NjYsH//fvLly0eOHDkYPHgwgwYN4tGjR5w/f56ff/6ZLVu2cOHCBapXr87evXvx9PSkevXqFC1alOzZs5M5c2aqVav20muXP+7atWvkypWLY8eOWWWai4iIiLwsBZdFRERERFKwZMkSTCYTDRo0wNfX95XGeDYL9q/w3nvv8dtvv70wuGyxWChRogROTk6888479OnTx7gWHx+fpkztZ0VERDBnzhw6d+7MsWPHaNasmZHR3KhRIxo1aoSDgwMRERHs2rWLvXv3cuzYMc6ePcvw4cMZMWLEK91XXo2CyyIiIvJHKbgsIiIiIiJ/ioiICKus7edJSEjAxkb7jYuIiIj8L1FwWURERERERERERETSTKkBIiIiIiIiIiIiIpJmCi6LiIiIiIiIiIiISJopuCwiIiIiIiIiIiIiaabgsoiIiIiIiIiIiIikme3fPQER+fslJCRw+/ZtXFxcMJlMf/d0RERERERERETkb2SxWAgPDydLlizY2KSen6zgsohw+/ZtsmXL9ndPQ0RERERERERE/kFu3LiBr69vqtcVXBYRXFxcgMRfGK6urn/zbERERERERERE5O8UFhZGtmzZjJhRahRcFhGjFIarq6uCyyIiIiIiIiIiAvDC8qna0E9ERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWERERERERERERkTRTcFlERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWERERERERERERkTRTcFlERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWERERERERERERkTRTcFlERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWERERERERERERkTRTcFlERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWERERERERERERkTRTcFlERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWERERERERERERkTRTcFlERERERERERERE0kzBZRERERERERERERFJMwWXRURERERERERERCTNFFwWEREREREREREReU0CAwMpW7YsHh4eDBkyBIvF8sI+48ePx9PTEwcHB5o1a0Z4eLjV9YSEBCpVqsTMmTOT9X3etT+bgssiIiIiIiIiIiIir0F0dDSNGjXijTfe4Pjx45w7d46VK1c+t8+aNWtYs2YNO3bs4OzZs5w/f55p06ZZtVmyZAmhoaH07ds3Wf/nXfuz2f7ldxQRERERERERERH5F9q+fTuhoaHMmjULJycnpkyZQq9evejcuXOqfW7cuMGqVasoV64cAG3atOHYsWPG9du3bzNy5Ei++eYb7OzsrPo+79pfQZnLIiIiIiIiIiIiIq/B6dOnqVChAk5OTgAUL16cc+fOPbfP8OHDqVixonF84cIF8uXLZxz379+fHDlycOPGDQ4dOmTV93nX/grKXBZ5ScHBwXh4eBjHgwYN4tatW6xbt844d/nyZfLmzWsc37hxg5w5c1KoUKEUx7x48SL79u2jcuXKf97E0+BU0BXSu6T/u6chIiIiIiIiIvKPl8HFjezeGa3OhYWFkStXLuPYZDJhNpuTxZVSc/HiRTZt2sTJkycBOHz4MF999RVvv/02V65cYdKkSdStW5cFCxY899pfRcFlkZcQFxdHxYoV6dy5M8OGDQPAwcEBBwcHo82GDRvo2LEjFy9eJFu2bADY2dmRLl06AgMDUxw3Z86cuLq6Gsc1atTgwIEDhIWF4eLiQuvWrfnqq68ICgoiZ86cLFmyhIkTJxIaGkrr1q1ZvHgxDg4O1KhRg6ZNm9K/f38ANm/eTP/+/bl27Vqa1ll9zECw068FEREREREREZEXcbS358LcFVYBZltbW6t4EYCjoyMREREvDC4nJCTQpUsXunbtSpEiRQBYtmwZ5cuX57vvvsNkMtGtWzdy5MhBnz59nnutQIECr3/BKVAUSeQl2NraMm7cODp06EClSpWoWrUqNjY2mEwmAG7dukW/fv0YNmyYEVgGkv0ySUlK9XDOnTtH+fLlOXv2rHHuwIEDDBgwgM8//5wCBQrQsmVLJk6cyKRJk17DCv+/HCXAzev1jSciIiIiIiIi8m8U9YSooJM8DA+1Ci57enomSzIMDw/H3t7+hUNOnDiRx48f8/HHHxvnbt68ydtvv23EoLJly4a3tzdXrlx57jUFl0X+Ydq2bcvmzZtZvHgxVatWtbo2duxY3njjDcaOHWt13mQyERkZSdGiRVMc8/bt28nOmc1mzp49S+nSpbl69apxfvXq1bRq1YqWLVsCMGrUKMaOHft6g8uOzuDs/vrGExERERERERH5DylbtizLli0zjoOCgoiOjsbT0/O5/bZu3cqsWbP45ZdfjHrNAL6+vkRGRhrHT5484fHjx2TNmvW51/4qCi6LvIS4uDgSEhL49NNPSZ8+eU3iefPmERcXZ3xT9KwXlcX4vTJlynD27FkuXLhAyZIl+eWXXwAICAigbdu2RruiRYty7do1IiIi0rye6OhooqOjjeOwsLA0jyEiIiIiIiIiItaqVatGWFgYK1asoHPnzkyZMoXatWtjNpsJCQnBxcUFs9ls1ef8+fO0a9eORYsWkS1bNp48eYKNjQ1OTk60a9eOdu3aUbt2bfLmzctHH31EwYIFKV68+HOv/VVs/rI7ifwPW716NW5ubmTPnh0vLy/c3d1ZsGABmzdvxt3dnSxZspA9e3ZMJhPnz583+sXGxqb5XsWLF+fs2bMEBgZa/TIIDg7Gzc3NOE76OSQkJM33mDp1Km5ubsbn2VIeIiIiIiIiIiLyamxtbfHz86N3795kyJCBb7/9lunTpwPg4eFBQEBAsj5Lly7l6dOndOzYERcXF1xcXChcuDAAb731FtOnT6dHjx4ULFiQS5cusXHjRkwm03Ov/WXr/cvuJPI/rEuXLrRp0wZ7e/sUayRDYnZz0gZ+SUJDQ9N8r2LFirFjxw7Onj373G+aLBZLmsdOMmLECAYOHGgch4WFKcAsIiIiIiIiIvIaNG7cmCtXrnDixAkqVKiAl1fi/lapxXJmz57N7NmzUx3v/fff5/3330/ztb+CgssiLyEkJMTY0fP3ry48z6NHj4iKikqx/AUkFmX/PRcXF+zs7Dh06BDjxo0zznt5eREcHGwch4aGYjKZUt1p9HnfUjk4OLzUZoMiIiIiIiIiIpJ2Pj4+NGjQ4O+exp9OwWWRl+Du7k5MTEyqWcvwf5nLzzp+/DiVKlXixx9/TLFPakHnYsWK8e233/LNN98Y54oXL87p06eN44CAAHLnzk26dOnw9PS0Ko8REhLywkLxKYp6Ck9DXthMRP6D7t+DrZsg+DGUfANq1YEXvWp1/izs2gEJCVC7LhT93dsYsTHw6cLEsQoVSTyXkAA7vofAM4k/Fy0ObzcEm5f/Yk9ERERERORPF/Xk757BP4KCyyIvITY2FhubtJco//zzz2nUqFGa+xUvXhx/f3+rGssdO3akdu3aNGnShPz58zN58mQ6dOgAQI0aNZg1axaNGzfGycmJ+fPnU6NGjTTfl+unwU6/FkTkd+IT4IdDkMkLqpeG07/CjmDImSX1PqFPYO8RKFkQPN1g1/cQcQtcnP+vTcAlsDcBj+D8//8S7tcguPMAqpeCBAv8dBJsIiDXX7fbsYiIiIiIyMtwtLcng4vbixv+iymKJPISRo4cydy5c3F0dHzpIPPGjRsJCAjg22+/TXYtICCAJ0+e8OjRoxTLU5QoUSJZveXKlSszb948+vbtS1hYGG3btmXkyJEAdO/enYsXL1K/fn1iY2OpV68eY8aMSfM6D0yYRXqX9GnuJyL/bvt+2MWEfSfYtnUb6dKl4+L580wbO57lMxal2ueTiZO5VtmOBSs/A2DtilWEPH5Mz0EDALh4/jydW7VlzZZN5Myd2+g3c9IU2rzXAd/s2QEYM3go6ZycGDFh3J+2PhERERERkVeRwcWN7N4Z/+5p/K1Mlj+yK5jI3+DGjRvExcWRK1eul+6zbds27OzseOutt/60eSWVxTh37hw5cuTgjTfeoHfv3vTq1StZ25YtW7Jt2zbefPNNvv322zTVcd6wYQOPHj2iR48er23uYWFhuLm5ERoaiqur62sbV0T+HcaPH8+RI0fYtm0bkLgJhZeXF48fP061T82aNalfvz5Dhw4F4PDhw0yYMIHt27djsVioUKECrq6uvPPOO5QqVYoSJUqkOE6FChVo06YNAwYMeP0LExERERERkRS9bKxImcvyP2f48OEEBwcbQY6Xcf36dZYuXYq/v3+qbZ48eYKLiwtZs2bF1jblfxp3795lzpw5dO/e3er8Z599RpYsWbBYLERGRmJvb4+/vz+Ojo4pjvPll19iZ2dH1apV2bFjBw0aNCAmJgYAe3t7o53FYiE6OtpqHBcXF9555x2KFStGlSpVsLe3JzY2Ntk9FixYkGJg+3lOBV1R5rLIf1xK37yHhYVZfaFnMpkwm80EBwenuqno7/u4urpy+/ZtANavX8/Ro0dp3749Fy5cYOTIkQwYMIAhQ4ZYjbFv3z4CAwPZunXr61qeiIiIiIiIvEYKLss/mre3N48fP8aUwqZRzwaALRYLuXLl4vLlyymO8+6773L8+HGePHlC+vQpB0+Tgro//fRTqhvtJQVznxUREcGECRNYv349AOXLl+e3337DbDbj4uJCfHw8d+7c4d69e3h5eQEYG/+lS5cOJycnAKZOncrUqVOtAskxMTFERUWRkJBgnKtfvz6tW7fm66+/NuZz4MABihUrZtXmeZsPpqb6mIGquSzyH+dob8+FuSusAsy2trbJSvg4OjoSERGRanD5932S2gMsXbqUVq1asWbNGgAaNmzIm2++Sffu3XFxcQHg6dOndOvWjbFjx+Lt7f1a1ygiIiIiIiKvh6JI8o9mb2/Pnj17qFGjBv7+/gwePJhVq1bh6+tr1W7//v307NnTOJ4zZw6DBw9ONt6qVausjhctWsQHH3wAYASwq1Sp8tzM5a5du1qdGzNmDJ06daJMmTIMGTKEvXv3smDBAry9venVqxd79uxh4sSJRmAZ4OrVq8THxxMdHc2dO3c4d+4co0aNYuzYsS/1XObOnWu8kmA2m0mXLp1V0NxsNr/SBoTkKAFuXi9uJyL/TlFPiAo6ycPwUKvgsqenJ4GBgVZNw8PDk33Z9ixPT08ePHiQYvubN2/SqVMn41rp0qWJiYnhxo0bFC5cGIDevXuTPXt2Bg0a9DpWJiIiIiIiIn8CBZflH6158+b4+Pjw4MED2rRpw/Xr16lSpYpVm/bt29OlSxfatWtnnDObzXTo0IGVK1emOnbJkiWTZT/DizOXn80iXrJkCevXr2fq1Kn07NmTs2fP4uHhQWxsrJGB/N1339GkSROrcVatWsWtW7f48ccfcXd354cffmDu3Lm4uaW8w2jSPSMjI3F2diZDhgzGtZSyul+ZozM4u7++8UTkX6Fs2bIsW7bMOA4KCiI6OhpPT8/n9jl8+DDvv/8+AP7+/mTNmhUAX19fIiMjjbbXr1/HZDKROXNmIPGLvx9++IGTJ0++2hdlIiIiIiIi8pfQ/9jkH23+/PlERERQsWJFHj58yJIlS7h27RrXrl0zXp8eMWIEefPm5aOPPjL6vewGec8GLeLi4siRIwc1atQgZ86cKX5u3rxp9Zp3jhw56NmzJ5cuXWLDhg188cUXmM1mYmNjiY6OBuD7779n+vTp5M2b13glfPz48Ubd5m7dujF16lS8vLxwcXHB3d0dR0dH42cnJyc6dOjAnTt3yJIlC25ubmTM+H8Zha+yJ2d0dDRhYWFWHxGR1FSrVo2wsDBWrFgBwJQpU6hduzZms5mQkBDi4+OT9WnRogXr1q0jICCAJ0+eMG/ePOrWrQtAu3bt+Pjjjzl69CiXLl2ib9++1K9fHw8PD/bt28fAgQNZtWoVzs7OPHnyxCoQLSIiIiIiIv8cylyWf7TY2FiGDRtG//79adGiBe+++y5ffvklvr6+BAYGsmfPHqM+5x/l5OTEzz//jJeXl5F1vH//frJnz07u3LlT7FO/fn1q1qxJlSpV+Oyzz4zNqx4/fszevXvp2bMnFy9exN/fn27duhn1lQE2bdoEQN++fenduzcxMTFGsLt27dr079+fhg0bWt0vNDSU48eP07x5c+NcSkEdwCrD+vemTp3K+PHjX/RIRESAxPrJfn5+tGvXjiFDhmBjY8P+/fsB8PDwwN/fn5IlS1r1KVGiBP369aNMmTI4OjqSL18+o3xR165defjwIa1ateLBgwdUrVqVzz77DIB58+YRHR3NW2+9ZYxVvXp1434iIiIiIiLyz6HMZflHs7Oz44cffqB37948ffqU8uXL89NPP/Hll1/i5eXFjh07CAoKSpa9GxISwurVq7G1tU31c/r0aavAbHx8PA0bNqRbt27GuWHDhrF7924gMUM4Pj6emJgY43pUVBRt27YlR44cmM1m1q1bByS+Mh4eHm5s8vf9999Ts2ZNo9/Tp09ZsWIFuXLlokePHkycOJHg4GBWr17N06dPjXY7duzg3r17yZ7LsxnX9vb21KhRA3d3d+Nz4sSJ5z7XESNGEBoaanxu3Ljx3PYiIo0bN+bKlSusWrWK8+fPG7WRLRZLssByksmTJ+Pv78/GjRs5dOgQ6dKlAxLL+YwYMYLr168TERHBzp078fHxARK/eLNYLFYfBZZFRERERET+mZS5LP9YAQEBfPPNN5w/f57jx4/j5OREy5YtuXz5Mk5OTmzYsIEvv/zSyITLnDkzW7dupWDBgty/f59u3brx6aefpjr+J598Qr58+YzjCRMmcPbsWYKCgnB3dwfgyZMnBAQEMGTIECwWCwkJCRQuXJijR48CsHnzZrZv307x4sXZsmULtWvXJjIykitXrrBp0yaaNWtGnTp1WLZsGZs3bzbuNXbsWCpVqsSTJ08oW7Ysn3/+OVeuXKF79+7Uq1fPaDdnzhzc3d2NoPWzEhISiI2N5fHjx1gsFqP2cnx8/AvLgjg4OFiV9xAReRk+Pj40aNAgTX0KFy5sBKJFRERERETk30XBZfnHMplMHDx4kGbNmmFnZ8fBgwdZvnw5y5cvt2rn7u7O1KlTCQ4OpmDBggAcOXKEd99997njDx482Ph56dKlfPLJJxw4cICKFSsa56tUqULXrl3p1KmTce7ZchMtW7akefPm2NjYcPLkSX777TfWrFlDs2bNKFWqFI0aNaJChQoUKFCAUqVKARAeHs7OnTvZuXMnXbp0AaBhw4b06tWLDh06WNVTXrhwIUWKFGHXrl1Wr4hDYlZ15syZ6dWrF9WqVWPRokW88cYbvP3223Ts2JH27du/zGO2FvUUnoakvZ+I/PPdvwdbN0HwYyj5BtSqA7/fEDTqidXhxo0bGTRoELGxscycOdPYONViseDh4UFoaKjRduLEiYwePZrIyEjee+89du7ciYODAx07dmTGjBnamE9ERERERORfSMFl+ccqWrSoUZLi/PnzdOrUiXHjxiVr5+PjQ9WqVcmZMycAly5d4tixY6xdu/al71W3bl2+//57fvvtNxo3boyjoyM2Njbcu3ePX3/9lbFjxxIXF0d0dDTz5s0zArebN29mwYIFBAYGUqxYMerUqcOKFSv48ccfAahVqxYLFiygZcuWxr1cXFzw9/fH1vb//vlduXKFFStWcPz4cat55cmTh/fee4/p06cbweWEhARu3LjBihUr2Lt3L6NGjcJisVCsWDEAmjZtSpcuXciVK5dVoPylXD8Ndvq1IPKvE58APxyCTF5QvTSc/hV2BEPOLMmaOtrbk8HFjcDAQN555x0WLlxI+fLlad68OaVLl6ZAgQJcunQJd3d3rl27ZvRLKnnx8ccfY2dnx/nz57l9+zatW7emcOHCxpdpIiIiIiIi8u+hKJL8T/h9TeXfS6qdbLFYGDBgAM2bNzc213sZmTJlIkOGDDg7O9OmTRvjfGqZy5GRkaRLl46iRYvSt29f6taty71792jSpAkTJkzAw8ODyZMn8+mnn7Jx40ZGjRrF7du3mTp1Kj4+PkZgOTY2lri4OACmT5+Ol5cXGzdu5NKlS0agZvLkyTg7Oxv337x5M46OjuzYsYNff/2VlStXcuzYMezt7QHo0aMHx44do3nz5pw8eZLMmTO/9HM4MGEW6V3Sv3R7EfnfsO+HXUzYd4JtW7eRLl06Lp4/z7Sx41k+Y1Gythlc3MjunZH+k6dQs2ZNunbtCkDv3r35/PPPmTRpEseOHaNixYpGCaFnHT16lJ49e5I1a1ayZs1K7dq1uXz58p+9RBEREREREfkbmCwvitrJf86z9XuTbN26lXz58hllJ1ISGRlJr169GD16NLlz5wYSM45XrlzJ9OnT/9Cc3n//fbZu3WpVMiLJhQsXOHr0KKVKlWLbtm20atWK06dPkzdv3pcef8GCBfTt2xdnZ2erWsTx8fHY2NhYPY/IyEhy5szJ2bNnrcbw9/fn7NmzfPXVVxw5coQGDRowY8YMvLy8ePjwIV26dCFDhgxWZT1y5cpF27ZtmTp1KgB37twhf/78NGzYkOXLlxsB5medOnWKK1euUKZMGYoUKcLmzZupXbu2VZunT59SpkwZJkyYQKtWrV64/rCwMNzc3AgNDcXV1fXlHpqI/M8YP348R44cYdu2bUDi73kvLy8eP36cap+aNWtSv359hg4dCsDhw4eZMGEC27dvp1+/fnz33Xc8evQIe3t7PvjgAyZOnIjJZGLYsGFcunSJ5cuXc+vWLd566y3WrFljtampiIiIiIiI/LO9bKxImcv/YpUqVSIgIOCFG7dFRkZSp04dNm3aBCRubBcZGcm0adOAxABrly5dWLZs2XODy7t372bbtm0sXLjQOJc7d26+//57Ro0alepfRD8/P/r27Zti4Pjhw4dMmjSJRYsWsXjxYiM7N8nBgwcZPXo0xYsXB+Dtt9+mSpUq7Ny584XB5cjISAYPHszChQvp3r07NjY2DBs2zCh7MXbsWObOnYuLiwuQGPj95ptvrDazSsqYNpvNlCpVipw5c9K5c2d+/PFHq5IUGTJk4JtvviEmJsY4l5CQwNOnTylbtqxxLnPmzHTt2pWyZcumGFiGxHIhpUqVIlu2bLi5uRlZhQBRUVH4+Phw6tQpTp48meoYqTkVdEWZyyL/45Iyj58VFhZm9TaHyWTCbDYTHByMh4dHiuP8vo+rqyu3b98G4OLFizRq1Ih+/fpx5coV2rZtS9GiRWnbti3Dhw+ncOHCxri9evVSYFlERERERORfSsHlfzFXV1fmz59vlHSIj48nISEBOzs7AOLi4jCbzcycOZPTp08b/davX8/cuXON4507d/Lw4UP69+9P//79AbCxsWH37t1GhjLAF198wQcffMDw4cP56quvMJvNRtZvsWLFsFgsxMfHEx8fz927d41+Dg4O1KlTh82bNydbQ6dOnbC3t7cKkFssFmJiYnBwcKBixYpYLBYuXLhA4cKFuXz5MidPnuSLL77AYrEQGxuLnZ1dskxsSMxWbtGiBQC2trbGa9xt27alSJEiWCwWhg0bxogRIwCoUKFCsmDtF198QY8ePUiXLh0mk4nIyEgAGjVqZNUuISGBiIgI1qxZY9xz586dODk5kTFjRjJnzozZbMZsNgOwadMmRowYQUJCAnFxccyZM8co12Fra4vZbObMmTPJXknfv3+/kWWY1sAyQPUxA1VzWeR/nKO9PRfmrrAKMNva2ib7otHR0ZGIiIhUg8u/75PUHmD79u3G+Vy5ctG3b182btxI27Zt+eijj6hSpQoLFy4kODiYDh06MH/+fPr06fM6lykiIiIiIiL/AIoi/YvZ2toSFhZm/Kf+6NGjtGnThgsXLpAuXTr27NnDpEmTaNKkiRHU3LlzJz4+PtSuXZu+ffsyduxYJkyYgKOjI7/88gs+Pj4MGTKEW7duWQWWf/vtN77++mtWrlxJu3btrILTv5eU7fvsPJ/n95Vbrl27Rrly5UiXLh02NjZAYpZ2QkICnp6eODs7U7ZsWRISEoiJieHMmTPJsqLDw8M5duwYQ4YMARLLSMTFxdGkSRMCAwPJkycP8+bNo3Llylb9ku6XpGPHjnTs2BFIrJ9cvHhx2rVrx5gxY567JoDZs2eTN29eKleuzO3bt1MMgCet//fPIOnPK7X2ryxHCXDzevX+IvL3inpCVNBJHoaHWgWXPT09CQwMtGoaHh6e7G2QZ3l6evLgwYOXap8xY0Zu3boFwJo1a/jxxx/JmDEjGTNmZPTo0YwdO1bBZRERERERkX8hBZf/5ZycnFi6dCkZM2bk6tWrNGzYkGbNmjFmzBj2799PyZIljbZPnjxh4MCBLF++nO+//57vvvsOd3d3bG1tGTp0KGPGjKF3796sWrWKkydPWt1n/Pjxxs9ms5m33nqL69ev4+DggNlsxmKxEBcXx9OnT/nuu+8oWrSo0T4qKooffviBnDlzJpv/w4cPKVGihNW5XLlyGZnPSUHW9957j5IlSzJw4EAAI2vZxsYmxeD17NmzjSxsgJkzZ/LVV1+xfft28uTJQ2RkJLt372bkyJFGG5PJxO3bt4mPj8disSQbd968eVy8eJEuXbqk9Edh5eDBg+zdu5caNWpgMplYunQp06ZNI126dNja2mIymYiPjycqKoq2bdsyceJEo29CQoIRyP59sDsqKopMmTK98P6pcnQGZ/dX7y8i/0hly5Zl2bJlxnFQUBDR0dF4eno+t8/hw4d5//33gcS68lmzZiUyMpJy5cpx9OhR4w2Jw4cPkyNHDiDxd9T9+/eNce7evZvsS0URERERERH5d9CGfv9iDRs2pGXLlpQsWZJmzZrh7e3NnDlzCAgIYO3atYSHh7N48WIOHjxIYGAghQsXZtSoURQuXJibN2/y2WefERcXR8mSJcmaNSuFChUiKiqKJUuW0LRpU+M+P//8M40bN6Zq1aq0bNmSDh06/Olr+/LLLxkwYACOjo4AXL9+nWzZshnB1qRg9tChQ+nXr59V3+DgYHr16sXatWuNc5GRkXTt2pUDBw6wY8cOBg0aRNasWa0235s8eTKzZs0iPj6eFStW0KxZM+Pa0aNHqVatGi4uLjg7Oyeb7/Xr1wkKCiJnzpxER0dTtmxZSpcuzc2bN9m9e/drfTYvIzo6mujoaOM4LCyMbNmywZCR4Onzl89HRF6TpyFw/kdOzFhE6dz5jNNxcXFkyZKF6dOn07lzZ7p168bdu3fZunUrISEhuLi4JHsj4vTp01SuXJnDhw+TK1cuqlatSocOHRg0aBC1a9cmW7Zs9OrVi4MHDzJ06FB2795N9erVadiwIffu3aN///48evSISZMm0a1bNyZPnvwXPwwRERERERF5VdrQTwwlS5akbt267Nixg0qVKlGhQgXmzp1LbGws5cuX5+DBgwB07tyZFi1aEBgYyLx584wA8pMnT1i4cCHR0dGYzWa+//578uTJQ7FixQC4ceMGY8aMwd/f37hnjRo1uHLlCnZ2dtjY2Bj1liMiIti9ezfFixenW7dufPPNN6RPn96oSZy0ed7vRURE0LRpU5YuXUpMTAxt27alXbt2QGIWcMeOHbly5Uqy0hJJNYufzTL++OOPGTx4sFW7dOnS8fnnn7N48WIKFixInTp16Natm1WbUaNGMWrUqGRz+/XXX2natCnR0dH4+fmlGFw3mUxG7dLQ0FDy5s3Lu+++y9SpUwFYvHgxEyZMMDK9TSYTCQkJREdH89577zF16lR+/PFHGjZsiKurK7a2toSHh+Pk5JRiiYzY2FhCQ0N58uRJis9z6tSpVtnmIvLvZmtri5+fH+3atWPIkCHY2Niwf/9+ADw8PPD397d6kwWgRIkS9OvXjzJlyuDo6Ei+fPno2bMnAMuXL6dTp05UqVKFnDlzsm7dOqpXrw7AkiVL6NmzJ3369CEmJobWrVszevTov3K5IiIiIiIi8hdRcPk/IjIyknv37nH58mXy5s1L7ty5uXLlitWryt7e3jg7O9OwYUM2btwIQNeuXdmwYQONGjXi2LFjuLq6MmXKFKpUqYKHhwd79+6lbdu2AMbGgYARtHieZcuWGa9pf/nllyxbtoy9e/e+sF/r1q05ceKEEVS9fv06mTNnJleuXMnaxsfH069fPyOYfO/ePW7dukXp0qWTtbWxseH999/HZDJRuHBhsmbNipOTE97e3kBikP3+/fvcunXL2ADrp59+omXLltStW5cLFy4wYMCAVIMoSYHvjBkz8s0331g9ox49etCjR4/nrrtatWqEhYUBicHjpIBQ9uzZn9svJSNGjDBKiMAzmcsi8q/VuHFjrly5wokTJ6hQoQJeXon11Z/3AtPkyZN55513uHXrFtWrVzdqLmfPnj3V39e+vr5s2bLl9S9ARERERERE/nEUXP4PCAwMZO/evfTo0YMBAwbQp08fzp49i7OzMytXrjTaxcbG0qJFC6Kjo5k8eTIhISF0794dk8nErl27qFKlitG2RIkS9OjRw2pTv2cNGTKEffv2pXjtwIEDyUpH7N2712r859m8ebPx84IFC/jqq6/Yu3fvcze5SzJjxgyGDh2a6vXly5dz/Phxli9fzsqVK5k5cyaHDh0CoE+fPphMJiOwHB8fb2yWOHLkSKpWrcrs2bNTzVx+ngMHDjBo0KAUrw0ePNgI4Cc5evQonp6erxRYBnBwcDAyqUXkv8PHx4cGDRqkqU/hwoUpXLjwnzQjERERERER+V+m4PK/nMVioVevXowePZpWrVqxb98+OnfuzLx584iLi2PkyJF88MEHANjZ2ZErVy4qVKhAkSJFyJ8/P8WLF+fs2bN06tSJcePGAYlZyRMmTDDKUqTk5s2b9O7d2yqbGSB9+vTY2dklax8QEMCmTZtYtGiR1fmIiAjq1avHN998k6zPunXrmDlzJk5OTmTOnJl06dIRGhqKu7s78fHxhIaGcunSJWODu5s3bxIaGkqRIkVSnHNCQgJz585l/vz5ADRv3pwpU6awYsUKSpcuzebNm61Kf5jNZtavX281xvMyl58nKiqK9OnTJ8v47t27t5Gt/Kxjx44RERFBhgwZkq0hODiYkJAQ3Nzc0jwPop4m1mwVkf9NUSmXwhERERERERH5Myi4/C936tQpnJ2d6datGzY2Nty9e5datWrRokULEhISqFu3Ln5+fkb7hQsXcuHCBQ4ePMiECRNYuHBhilm3SRvnPevZV6tTuv68a7/88kuKbTt27EiePHmszkVFRTFixAg2btzI7t27KVCgAAAPHz7E29ubhw8fWtVYTjJ16lSGDx+e6rxWr16Nl5cXderUARKzjb/++muqVKmCjY0Ny5cvTxbM/b20ZC7/kefVv39/+vfvn+z8vn37eP/9918tsAxw/TTY6deCSJqFPoET5+BJBOTMCsXywgveWODmPQi4BAkJUDw/ZEthM80nEbD7F2j6ZuJxdAwcDYRHIYn/VvNmhwI5rbo42tuTweUVfweIiIiIiIiIpIGiSP9i8fHxlCpVirlz5xrnevXqRa9evQCIi4sjKCgIf39/HB0diYyMJGfOnAC0b9+e/v37G8HUWbNmGUHo6Ohoihcvnux+0dHRJCQkAIkZtAMHDkyWxRsREWG0SU1AQAA2NjaEhoayY8cOq9Id8fHxVK9enZiYGH766acXloVICuAGBQVhsVjImzdviu1CQkIYOXIkS5YsMc7duXOH+fPnYzabcXNzY+7cuTg7O1OpUqUUx3i2fnWSq1evcv78eYBkGdu/f16HDx/G19c32bxmzZr13DXeunWL4OBgLBYLy5Yto2zZss9t/zwHJswivUv6V+4v8l8UEx1Dizr1qFjvbd7t1pWPJ0ykdvnaNG7ZItU+ly9cpEPTZgwbN5aiJUswpEdv5kz+hJy/KzXUs2NnjsQncGJG4lsd44eNwK1xM955vzNBl68wtFcfZgz7iHKVKhp9Mri4kd0745+zWBEREREREZFnKLj8LxYaGvrc63Z2dnTr1g2LxcL06dNJly4d27dvp3jx4laZv5GRkQwcONCqLEZKpR8ePXpEbGwskBg4nTVrVoplMaKiooxNoVIyduxYtm7dSpYsWahfvz61a9c2rpnNZpYtW0aePHmYM2cOEydOxNHR0bju7OxsBMQtFguRkZHs27ePggULMnbs2FTv+fXXX+Pp6UmjRo0IDAykffv2XLt2jU6dOnHq1ClcXFyYPXs2DRs2xNvbm/Xr11OyZEmrMaKiopKNGxgYSIcOHejcubOxedazzysqKopHjx4RHR1NxYoVUyyLkdK4zzpx4gRNmjTB09OTQoUKGWU9XkXJXHlwdXV95f4i/0WbN28m8ulTVvt9hpOTEzk9M9CrVy/GDX3OmxLzFvJmzTeZOGIUAHcHXOHk/oM0r13XaPP5558T9ugxAKVz5wPgyvlf2bBhQ2IN5AqV+XrV59hERBnXRURERERERP5KJsvztokXAaPm718VdIyNjcXW1vaFm+C9bo8ePTICwF9++SWNGjUifXrrLN4nT56wZcsW2rVr91Lzs1gsz203e/ZsDh06xFdffWV1/qeffuLdd98lKCjI6vzSpUvp3r27VakMDw8Pbt++bZUZ3bx5c+rWrcuHH374wjlC4p+xm5sbB06dVOayyHOklBU8fvx4jhw5wrZt24DEf/deXl48fvw41XFq1qxJ/fr1jQ1GDx8+zIQJE9i+fTuQ+PuoSJEifPPNN1SuXNl4C6NNmzZkzJiRqVOncvr0ad5++22OHTtG/vz5/4zlioiIiIiIyH9UUqwoNDT0uTFBZS7LC/3Vmawpbfj3V3g2szi1zQrTp09P+/btX3rMFwWgHRwcrDKv33nnHVq0aEGOHDlIly5dsva2tra0bt2adevWAXD58mWqV6+OnZ0dmzdvZsqUKRw9ehR7e3scHBxeep5Jqo8ZqJrLIs/haG/PhbkrrALMYWFh5MqVyzg2mUyYzWaCg4Px8PBIcZzf93F1deX27dvG8cCBA2nTpk2yMjxTpkyhePHiLFiwAICPP/5YgWURERERERH52yiKJPI3iYyMxMbGhsjISL744gs6dOjAkSNHGDBgAGaz2chOjo+PJy4uDgcHhxSD1UnnHBwcUgxIp0mOEuDm9eJ2Iv9FUU+ICjrJw/BQq+Cyra1tsi9zHB0diYiISDW4/Ps+Se0B9uzZw8GDBwkICEjWr1+/fnTt2pVx48YRFBRE69atyZ8/P40bN34dKxQRERERERFJEwWXRf4mWbJk4aOPPsLOzo6BAwdSrlw5rl+/Tr169YiPjyc8PJwMGTIQHx9Phw4dmD9/PnFxcWzdutXYeDEuLs6oc20ymf54KRFHZ3B2/2NjiPzHeHp6EhgYaHUuPDz8ubXlPT09efDgQbL2UVFRdO/enU8//RRnZ2erPiEhIWzbto3Q0FBcXFzw8PCgT58+LF++XMFlERERERER+VvYvLiJiLxuDx48wMnJCScnJxwcHGjevDmTJ0+mZs2aPHz40NiE8OHDhwQHBxub9LVv354LFy7QrFkz3n33XX755Rf8/f3TfP/o6GjCwsKsPiLyasqWLcvhw4eN46CgIKKjo/H09HzpPv7+/mTNmpUjR45w5coVWrVqhbu7O+7u7gC4u7sTEBCAxWLh/v37Rr+7d+8SHx//+hclIiIiIiIi8hIUXBb5G/j7+1OoUCHjeNGiRdy7d4/WrVun2ic+Pp7Y2FgyZMhAdHQ0ABkyZMDT09PIXn5ZU6dOxc3Nzfhky5bt1RYiIlSrVo2wsDBWrFgBJNZFrl27NmazmZCQkBSDvy1atGDdunUEBATw5MkT5s2bR926dSlfvjxXr17l1KlTxgfg1KlTlC1bliJFitCzZ0/Wr1/PtGnTmDdvnrKWRURERERE5G+jshgifwNPT0/ef/99QkNDAbCxsWH06NHkz58/WSAqJiYGk8nEhQsXKFmyJI6OjkRFRWFra8vs2bOJi4vj3XffpUWLFi99/xEjRjBw4EDjOCwsTAFmkVdka2uLn58f7dq1Y8iQIdjY2LB//34APDw88Pf3p2TJklZ9SpQoQb9+/ShTpgyOjo7ky5ePnj174ujoaJS9eVbSufXr19O7d2+6deuG2WymZ8+evP/++3/uAkVERERERERSoeCyyN+gTJkylClThiVLlhjnqlSpwptvvmmUuUiquRwdHc2sWbPo1q0bcXFxAFSsWJHhw4fTpEkTFi9ezLlz50hISHjp1+MdHBySbUAmIq+ucePGXLlyhRMnTlChQgW8vBI3xrRYLKn2mTx5Mu+88w63bt2ievXqqdZofnaMIkWKsG/fvtc7eREREREREZFXpOCyyD/I3r17gcRX4Dt06JBskzCAhw8fEhAQQOnSpQGIiIjA0dGR6OhooqKi/tL5isj/8fHxoUGDBmnqU7hwYQoXLvwnzUhERERERETkz6Xgssj/EIvFwqBBg6hatapRxiIyMhJHR0eaNGmS5sBWMlFP4WnIH5+oyL/B/XuwdRMEP4aSb0DlSi/ssnHjRgYNGkRsbCwzZ86kXbt2ydpcvXqVokWLEhERYXX+7t27FClShB07dlC2bNnXtgwRERERERGRP4uCyyJ/o7i4OKPURXR0NLa2tpjNZqs2FouFmJgYoqKi6NWrF7t37+bQoUOEhISwY8cOvvvuOzp06ICNjQ3BwcGcP3+e06dP07x587RP6PppsNOvBRHiE+CHQ5DJC6qXhtO/QmwwjvlzksHFLcUugYGBvPPOOyxcuJDy5cvTvHlzSpcuTYECBazade/encjIyGT9+/btS4sWLRRYFhERERERkf8ZiiKJ/I1iY2ONUhZvv/02Z8+exdb2//5Z+vr6YrFYiI6OZuHChZw8eZKDBw+SO3duoqOjmTZtGhUrVuS9994D4M6dOzRq1IjKlSvz5ptvpnk+BybMIr1L+tezOJH/Yft+2MWEfSfYtnUb6dKl4+L580wbO54tc1eQ3Ttjin38/PyoWbMmXbt2BaB37958/vnnTJo0yWjz+eefc/PmzWR9v//+e3bv3s3Fixf/nAWJiIiIiIiI/AlMluftNiQif6r4+PhkmcpJIiMjsbGxsdp4L6l99+7d+fDDDylVqhQA9+7dY/To0SxbtgyLxYLJZErTPMLCwnBzc+PAqZMKLst/TgYXt2QB4/Hjx3PkyBG2bdsGJL5B4OXlxePHj1Mdp2bNmtSvX5+hQ4cCcPjwYSZMmMD27dsBePToEUWKFOGbb76hcuXKxkZ9kZGRFCpUiEqVKlGnTh0qV65Mvnz5/oylioiIiIiIiLyUpFhRaGgorq6uqbZT5rLI36hv376ULFmSpk2bcufOHUaNGsW6deuwsbHh+++/Z/HixezZs8dobzabCQgIYOXKlYwdO9Y4nylTJs6dO8elS5f+UFCq+piBKosh/zmO9vZc+F1GclhYGLly5TKOTSYTZrOZ4OBgPDw8Uhzn931cXV25ffu2cTxw4EDatGlDpUrWtZvnzp3LzZs3cXV15cyZMwwZMoR58+alWK9ZRERERERE5J9EUSSRv8n8+fM5efIks2bNokCBAqxbtw47Ozvmz59P9uzZuXbtGrVr107W74svvqB169asWbOGmTNnYmtri42NDSaTyWgfHx9PfHw8R48eNTb+eyk5SoCb1+taosg/X9QTooJO8jA81Cq4bGtra/XWAICjoyMRERGpBpd/3yepPcCePXs4ePAgAQEByfotXbqUgQMHMmPGDADeeOMNBg0apOCyiIiIiIiI/OMpuCzyN7h79y5r1qxhy5YtHD9+HHt7e9KlS2eUwbCzs+Pw4cN4e3vzySefEB0dTY8ePXBwcGDZsmUMHDiQgQMHMnjw4FTvkZCQgI2NTdom5ugMzu5/bHEi/wKenp4EBgZanQsPD8fe3v65fR48eJCsfVRUFN27d+fTTz/F2dk5Wb+bN2/SsGFD47h06dLcuXOHiIgInJycXsNqRERERERERP4caYw8icjr4OPjwy+//MLp06cZNmwYzs7OdO7cmePHj7N06VKePn3KyZMnefvtt1mzZg3p06fHzs6OWbNmERYWBoCNjQ2dO3cmX758FCtWjJIlS1KiRAmKFi1Krly52LlzZ6r3j46OJiwszOojIv+nbNmyHD582DgOCgoiOjoaT0/Pl+7j7+9P1qxZOXLkCFeuXKFVq1a4u7vj7u4OgLu7Oz/99BO+vr5ERkYa/a5fv46Hh4cCyyIiIiIiIvKPp8xlkb9JQkICw4cPZ8mSJZQsWRI7OzssFgsxMTFs27aN2rVr07JlS+bOnUubNm24d+8en3zyCW3btjXGWLFixSvde+rUqYwfP/51LUXkX6datWqEhYWxYsUKOnfuzJQpU6hduzZms5mQkBBcXFySbcbZokULKleuTL9+/ciVKxfz5s2jQ4cOlC9fnqtXr1q1zZUrF6dOncLHx4d27drx0Ucf4evrS3x8PCNHjlRJDBEREREREfmfoOCyyN9k1qxZnDx5El9fX6pXr24El2NjY3F2dubWrVsAPHr0CFdXVy5evMiHH35olc347rvvsm/fPuzt7Y0SGPHx8URGRuLn52f1qv2zRowYwcCBA43jsLCwtNVmFvmXs7W1xc/Pj3bt2jFkyBBsbGzYv38/AB4eHvj7+1OyZEmrPiVKlKBfv36UKVMGR0dH8uXLR8+ePXF0dCRnzpzJ7pF0bty4cURHR1O7dm2ePHnC22+/bdRfFhEREREREfknM1ksFsvfPQmR/5ozZ87QuHFjoqOjuXPnTrLr8+bNY/Xq1Rw6dIhcuXIZgWZIDETZ2toyevTo1zafsLAw3NzcYMhI8PR5beOK/OM9DYHzP3JixiJK586X7PLdu3c5ceIEFSpUwMvr5Ta7PHfuHLdu3aJ69erPrdEsIiIiIiIi8k+VFCsKDQ3F1dU11XbKXBb5G+TPn5/Vq1fTpUsXIDFgvGrVKmxsbOjRoweDBw/m4MGDbNmyhbx586Y6zqxZs1i7dm2K17788kvy5UseLBP5z3v4AGKiwCfrC5v6+PjQoEGDNA1fuHBhChcu/KqzExEREREREfmfoeCyyN/A0dGRatWqGcchISFMmjSJyMhIIiIiiIiIoGbNmgwdOpR+/fqlOs6DBw9o2LAh48aNszpftGhRXumlhKiniZmcIv8U9+/B1k0Q/BhKvgG16oDJ9Pw+58/Crh2QkAC160LR4onnLQnwzVdw4zewsQE7O2jdBoCoqChatWrFzp07cXBwoGPHjsyYMcMoNyMiIiIiIiIiySm4LPIPcOLECVq2bMnZs2f57LPPuHv3LoUKFSIoKIiyZctatX02aPy8wNcrBcWunwY7/VqQf4j4BPjhEGTyguql4fSvsCMYcmZJvU/oE9h7BEoWBE832PU9RNwCF2e4dhvu34a3yiYGqA+ehP3bcCxZiK9XfYGdnR3nz5/n9u3btG7dmsKFCxtvF4iIiIiIiIhIcooiifyNEhIS2LNnDzdu3KBChQqcPXuW9u3bY2try4QJE1iwYAHvvPMOM2bMoFWrVgBER0djNpuN/rNmzcLPz89q3Hv37pGQkJDm+RyYMIv0Lun/+MJEXoN9P+xiwr4TbNu6jXTp0nHx/HmmjR3P8hmLUu3zycTJXKtsx4KVnwGwdsUqQh4/puegAfy8/wAZMnpT4P+XrJg1eQpxsXHMmDmTnp270LNnT7JmzUrWrFmpXbs2ly9f/kvWKSIiIiIiIvK/SsFlkRc4d+4cJ0+epEOHDgCsWrWKkJCQ55areFmRkZEUK1aMb7/9FltbW6pWrcqwYcOwt7fn0KFDeHt7U7JkSWbOnEndunVxdXXl0aNH2NnZAYmB5oEDB6ZYFiMqKuoPz0/kr5LBxY3s3hmtzm29t5bKlSpRuUhiWYtSufLS891OKW68l+TOtes0bdjQaBP9dgMmTJhA6dz5rPpdu3aNAz/sZuXKlWT3zkiRIkXw8/OjUqVK3Lp1i++//541a9b8CSsVERERERER+fdQcFnkGX5+fgwZMoSsWbMSFBTEzp078fHxoW/fvrz11ltkypSJnTt3kj9/fqNPlixZePr0qRHwTc3Tp0/p3r07s2fPBhKD1nfu3AEgY8bEoFrfvn0pX748kydPNvpVrlyZypUrAxAfH0+2bNkYNmwYXbp0oXjx4lStWhU/Pz+6du1KxYoVWbRoEYGBga+0/upjBqoshvwtHO3tuTB3hVWAOSwsjFy5chnHJpMJs9lMcHAwHh4eKY7z+z6urq7cvn3bqs2YMWOYNm0aXbp0oVatWgAMHz6cwoULG+P26tWLmjVrvrb1iYiIiIiIiPwbKYok8ox06dLRpEkTVq5cSY0aNXBxcSFv3ry89dZbHDx4kObNm3PgwAFmzZpl9HF1dWXt2rXUqFEDSMwmtrOzM2oex8TEYG9vT+/evUmfPr3Rpm7duowYMYKePXsCcP/+fY4dO8a6detSnZ/ZbOb+/fuMGDECW1tb7O3tWbBgATVr1uTBgwecPHmSvHnzvvoDyFEC3Lxevb/Iq4h6QlTQSR6Gh1oFl21tbXFwcLBq6ujoSERERKrB5d/3SWr/rKFDh1KwYEF69epFgwYNaNSoER999BFVqlRh4cKFBAcH06FDB+bPn0+fPn1e40JFRERERERE/l0UXBZ5RlIt42eP9+3bR7t27bC1tWXhwoU4Oztz/PhxihYtSs6cObG1teXOnTtG9vA333zD7NmzOXLkCCaTiRUrVnDw4EHc3d2N8R0cHFi3bh116tShTJkylCtXjhUrVvD06dNkwWGTyURAQAC+vr7cuHGDcuXKERwczA8//ICdnR3x8fGYzWb27NlDuXLlcHFxASAuLg6LxfLCjGorjs7g7P6HnqHI6+Lp6ZksCz88PBx7e/vn9nnw4MFz26dPn5727dtz4cIFli9fTqNGjVizZg0//vgjGTNmJGPGjIwePZqxY8cquCwiIiIiIiLyHDZ/9wRE/ul69+7NuHHjmDRpEmvWrMHT05POnTuza9cuo42zszOTJk3iyJEj7N+/n4YNG1K+fHmuXbvG/v37KVWqVLJxK1euzNChQxk2bBgRERHMnj2bQ4cOERISYnyWLVtG9uzZ8fX1BeDu3bvs3buXtWvXsm3bNgICAnB0dOSHH37g+++/5/z58+TMmRMPDw8yZMjA559//pc9J5HXrWzZshw+fNg4DgoKIjo6Gk9Pz5fu4+/vT9asWQEYNmwY+/btM67Z29tbbY55//5949rdu3eJj49/bWsRERERERER+TdS5rLI73z77bcULVqUoKAgIPE1+3Xr1lGwYEGjTYcOHawygl1dXVmwYAF9+vThwYMHHDx4kMjISEaPHs3evXuZOXMmU6ZMSXav4cOH07dvX8aMGUPVqlUpV66c0W7kyJFs2bKFRo0aGe3Lli1Lly5deP/996lZsyZ58uQhLCyMpUuXkjVrVjZt2kTt2rUZNmwY3t7edOnSJcU1RkdHEx0dbRyHhYX9sYcm8ieoVq0aYWFhrFixgs6dOzNlyhRq166N2WwmJCQEFxeXZG8btGjRgsqVK9OvXz9y5crFvHnzjM04s2XLxocffsjatWsxm818+umnfPzxxwBUrVqV4cOH079/fx49esSkSZPo1q3bX75mERERERERkf8lylwW+Z0mTZoQGBhI2bJlAbBYLCm2S0hIsDpu2LAhnp6eRqbxyJEj2blzJ8WKFSNLliwpjuHg4ICbmxs1atTgk08+AeD27dsEBwcD0LhxY6sA8cqVK+nRo4cRAC9VqhSZM2fmww8/JCIigitXrhhjpHZPgKlTp+Lm5mZ8smXL9pJPR+SvY2tri5+fH7179yZDhgx8++23TJ8+HQAPDw8CAgKS9SlRogT9+vWjTJkyZM2aFbPZbNQ179WrF02bNqVevXo0bNiQAQMG0KZNGwCWLFlC5syZ6dOnDyNHjqRhw4aMHj36r1usiIiIiIiIyP8gZS6LvICNjQ3vvvsuZrMZOzs7YmNjuXPnDtWrV0/WNjIykvPnz/P48WPc3d3JnDmzsbFfSi5evEjbtm05cuSIkQl98+ZNMmZM3NSsVatWVu1btWpF8+bNOXPmDMeOHWP27NmYzWbef/99Bg8ezM8//8yHH37I1atXyZ8/f6r3HTFiBAMHDjSOw8LCFGCWf6TGjRtz5coVTpw4QYUKFfDyStxwMrUvfQAmT57MO++8w61bt6hevbpRc9lkMjFjxgxmzJiRrI+vry9btmz5cxYhIiIiIiIi8i+l4LLIM0JCQvj666/Zv38/d+/eBeDUqVOsX7+etWvXMmDAACZNmsT169eT9d2+fTthYWHUrl2bsWPHUrx4cdKlS8epU6fYs2dPivebOHEi5cqVMwLLcXFx/PTTT6RPn97YqO9ZCxcuZO7cuTx+/BhXV1fy5MnD/fv3GTduHN27d6dQoUKEhIRw4cIFSpQokeo6HRwccHBweNXHJPKX8vHxoUGDBi/V9vLly4SHh1O8eHEKFy78J89MRERERERE5L9NwWWRZ1y6dIlu3boxa9YsatSoYZwPCgoid+7cqfaLjIykf//+zJs3j3z58nHixAm6devGrl272Lt3LxMnTqRo0aJWfU6ePMnOnTs5f/68cW7lypWUKVMGLy8vZs+ezeDBg636DB06lK5du1K6dGlOnTpFunTpyJs3L23btsXV1ZWqVavSokULqlSpYlUT+qVFPYWnIWnvJ/Iq7t+DrZvg8SPI7vPcbOQkGzduZNCgQcTGxjJz5kzatWsHJJapadOmDT///DN2dnY4OTlx4MAB4y0AgIiICIoWLcrHH39MixYt/rRliYiIiIiIiPxXKLgs8ozz58/TpEmTZOc3bNiQrP7q6dOnKV68OAD79++nYsWK1K1bF4ClS5fSq1cvypYtS7Fixejbty9Dhgwx+kZGRtK5c2fGjBljvOZ/4sQJRo0axY4dO/Dy8uKNN97A09Mz2aZ8J0+eJGPGjDRo0AAXFxdKlChB9uzZAejevTs1a9Zk8+bNr/YArp8GO/1akL9AfAL8cAgyeUGNN7AJuMS+77fzRt/Uy7kEBgbyzjvvsHDhQsqXL0/z5s0pXbo0BQoUYPXq1dy9e5fr169jNpt56623WLRoEePGjTP6jxs3jrx58yqwLCIiIiIiIvKaKIok8v+FhYWxf/9+5syZw7Vr17h//z4Ay5Yt48mTJzRs2JDDhw8TFhaGxWKhbdu2TJ8+nfj4eOrVq0fNmjWNsaZNm8bKlSt58OABjo6OXLp0iXPnzhlt5s+fT1xcHN27dwdg9erV9O/fnyFDhlCqVCkAtmzZwltvvcWRI0eYOnUqnp6eANSuXZuaNWsyfPhwdu/ejaurK+XKleOrr75iyJAhVK9enZEjR1K+fHl8fHzS9AwOTJhFepf0f/hZirzIvh92MWHfCbZt3Ua6dOm4f/0mkz76iMF9+6Xax8/Pj5o1a9K1a1cAevfuzeeff86kSZPIlCkT8+fPNzL2S5QowaNHj4y+p0+fZuHChZw8efLPXZiIiIiIiIjIf4jJ8jLvIYu8Brdu3cLX15ccOXIkuxYTE4PFYuHOnTvGudjYWMxm83M3xIPE1+GBF7Z7npiYGBwcHLC1tcXNzY3Q0FAsFguOjo5ERETg6uqKra0tCQkJBAcHYzKZKFCgACdOnCBv3rxky5aN4cOH06xZMwDOnDlDxYoVuXTpEh4eHhQqVIgsWbKwePFiSpQoQVxcHEFBQeTLl4/GjRtz4sQJpk+fznvvvccvv/xCuXLlgMQs5bZt25ItWzZ2797NjRs3WLNmDV988QVvvvkmU6dOJSEhAV9fX2xtbZk9ezYdO3ake/fubN68mXXr1lmV90hNWFiYsW5XV9dXfo4iL2v8+PEcOXKEbdu2AYkb9Hl5efH48eNU+9SsWZP69eszdOhQAA4fPsyECRPYvn27Vbtr165RtWpVVq5cSa1atbBYLFSoUAFXV1feeecdSpUq9dya5CIiIiIiIiL/dS8bK1LmsvxlkjIKL1++jK2t9V+948ePJ3tVvUePHqxduxY7OztMJhOQWDM1Li7O+EttsViIjo5m7dq1NG/eHIDixYsTEBBgjPP+++/j5+cHJJav+PDDD7l37x6tWrViwYIFODg4YG9vj4ODA2fOnCF//vxERERgMpkICwvj+vXrlCtXjpiYGOzt7WnYsCHNmjXj/fffN+ZetGhRqlatatzziy++ID4+nkqVKhnnTCaTUXf5008/pXfv3pjNZqPObKdOnbCxsbHqAxAfH0+fPn0wmUy4u7sTHx/P9u3bjVIYFouF+vXrU7t2bTp27AjAkiVLePPNN6lQoUKa/oxOBV1R5rL8KTK4uJHd+//qH4eFhZErVy7j2GQyYTabCQ4OxsPDI8Uxft/H1dWV27dvW7UZM2YM06ZNo0uXLtSqVQuA9evXc/ToUdq3b8+FCxcYOXIkAwYMsCpVIyIiIiIiIiJpp+Cy/GWSAsQplWqIi4vD3d3d6pyfn58RFAb44YcfaNasGYsXLzYCu78XERHBlStXuH//vhHMdnBwAODRo0c0bdqUKVOmUKdOHdq0acOsWbMYMWIEALa2tly/ft3IFp46dSonTpxg48aNAIwdO9bIjjabzcY958+fT//+/QkLC2PevHn06tWLJUuWULBgQU6dOmVkTXbs2NHoZ29vT/Xq1dm/fz8A3bp1o0iRIvTv3z/ZmmrUqEGmTJmAxGDa6NGj8fT0JCwszKrd119/TY8ePYxjHx8fWrduneJzSk31MQNVc1n+FI729lyYu8IIMNva2hr/No02//9NgdSCy7/vk9T+WUOHDqVgwYL06tWLBg0a0KhRI5YuXUqrVq1Ys2YNAA0bNuTNN9+ke/fuuLi4vM5lioiIiIiIiPynKIokf5m4uDgA7t69m2LmctOmTVPtN2XKFKZMmUJ0dDS1atXi008/xWQy0bFjR6tgk7+/P8WLF8fb2zvZOOvXr6dgwYL07NkTgL59+zJ37lwjuAyJgeh+/fpRsWJF9u/fT4MGDShTpgz79u1j//79DB48mNOnTxvtz507x9q1azl79izjxo3jt99+o3PnzvTq1YsjR46wdu1aIwicVCcWIHfu3NSrVw+AuXPn4ufnR8aMGZkzZ47RxtHRkR9++IGWLVtaZWtCYqD+8uXL5MyZM8VntnnzZvr27ZvitefKUQLcvNLeT+R5op4QFXSSh+GhRnDZ09OTwMBAq2bh4eHY29unOoynpycPHjx4bvv06dMbGcrLly+nUaNG3Lx5k06dOhltSpcuTUxMDDdu3KBw4cKvYYEiIiIiIiIi/00KLstfJjY2FgBfX99k1+Li4qyygSGx3MOmTZv46KOPiIuLY/369UYA2tHRkXHjxjF27FgGDhxIz549cXZ25ujRo9y8eRNvb29iY2Np164dc+bMwcHBgaNHjxqb5QFUqlSJW7duWd0ze/bsfPTRR/Tq1YtTp07x7bffcvjwYUaOHMnFixdp2LAhK1asMNoPHjyY0NBQKleuzM2bNzl58iTffvst3bt359dff6VmzZo4ODhw6NAhq5rQtWrVomrVqgwfPpxFixZRuXJlvvrqKzJnzszNmzepUaMGw4YNI3v27PTu3TvZ8/r9s0rJK9WgdnQGZ/e09xNJo7Jly7Js2TLjOCgoiOjoaGPjytT6HD582Hhzwd/fn6xZswIwbNgwq4017e3tjX8nvr6+REZGGuNcv34dk8lE5syZX/u6RERERERERP5LXn0HNJE0iIuLI1u2bERGRnLt2rVkn5s3b/Lbb78Zbfft20e+fPno06cP3bt3JzAwkMqVKxvjdezYkUuXLjFu3DhmzpxJyZIliY2N5cKFC1SpUoWffvqJnTt3smvXLmbPng3AvXv38PL6v6zcfPnyMXLkyGRz7dGjB9euXaNevXo4Ojoybdo0li5dSrNmzZK9xj9v3jwuXrxI7dq16d+/Pzly5KBv377cu3ePRYsWkT59euLi4vjiiy+sNisE2LNnD/v37+f8+fN06dKFChUqMGrUKKpUqcLQoUPp3Lnza3v+vxcdHU1YWJjVR+SvVK1aNcLCwowva6ZMmULt2rUxm82EhIQQHx+frE+LFi1Yt24dAQEBPHnyhHnz5lG3bl0AsmXLxocffsjx48fx9/fn008/pVWrVgC0a9eOjz/+mKNHj3Lp0iX69u1L/fr1Uy2/ISIiIiIiIiIvR5nL8qd79OgRefLkwcnJyeoV9qSA5rM7TkZHRxMbG8tvv/3GuHHjaNWqVbKAbhJbW1s+/PBD2rdvz5kzZ7Czs2PJkiVWbcaMGcO8efMYPnw4sbGxRjZvuXLluHjxIm5ubly/ft2qj8ViISoqimPHjhETE4O3tzfu7u4pZgLnzZuXwMBAvv/+e06dOsW9e/do164dJ0+epG/fvvz666/cunWLjz76iOzZs1OpUiX27t2L2Wymfv361KtXz8jW9Pb2Zt68eTg6OvLbb79x8OBBSpUqRfr0yTfYCw0NJW/evKk+c4vFQpYsWVK9PnXqVMaPH5/qdZE/m62tLX5+frRr144hQ4ZgY2Nj1CD38PDA39+fkiVLWvUpUaIE/fr1o0yZMjg6OpIvXz6jzE2vXr347bffqFevHg4ODgwePJg2bdoAiSVpHj58SKtWrXjw4AFVq1bls88++yuXKyIiIiIiIvKvZLJYLJa/exLy3zFv3jyKFy9OjRo1GD58uFHeIjWjRo1i6tSpqZZ4iI+P58aNGymW2gDYsWMHnTt35s6dO7Rs2ZIsWbIwb948bt26xenTp2nfvj0hISFAYq3WwMBAtm/fzs6dO3n48CHNmjXj8ePHHDt2jEOHDnH8+HEGDx5My5Yt6dSpE9evX6dWrVr4+PiQIUMGChcuTJ48eVizZg1Xr161mstbb71FixYtqFevHkuWLOHcuXOcPn2aixcvUqVKFTp16kT9+vU5evQo69atY9u2bVy5coVMmTLRsmVL5s2bB0BISAgeHh7cvn071df6f/31V5YvX86MGTNSvB4dHU10dLRxHBYWRrZs2WDISPBMvuGiyB/yNATO/8iJGYsonTuf1aW7d+9y4sQJKlSoYPVmwfOcO3eOW7duUb169efWaBYRERERERGRVxMWFoabmxuhoaFWiaG/p8xl+cvExsYyadIkVq9ebZybM2cOK1asID4+npiYGBo1amSVUejg4EDr1q1Zt25dsvGSgqzPZjZXrFiRDRs2JAZKgcOHD5MjRw4gMetx27ZtAGTNmjXZZmIA9+/fZ/z48ezZs4fY2FjOnDnDxIkTOXPmDFOnTmXatGlW7R0dHalQoQKlSpWiUKFCFC1alOzZs7NhwwZWrlxJjRo1ABg3bhw2NjbGJn5J9+7evTuDBw/m2LFjHDt2LNl8GjZsSMeOHa02KDxy5Aje3t7PrRdbsGDBVAPLkPhcU8sIF/kzXb58mfDwcIoXL47ZbMbHx4cGDRqkaYzChQtrIz4RERERERGRfwAFl+Uv88UXX/Do0SPGjRtH8eLFAejfv/9zM5dfZlM6k8lk/FykSBE+/PBDxo4dy6+//srMmTNZuHAhAO+99x5Tp05l1qxZNGvWjJkzZyYba8uWLXTp0oUiRYpgsViYMWMGH3/8MdmzZ2fGjBk4OjrSrFkzo32mTJlYvnw5p0+fZu/evXz11VesWLHCak4prWXBggUAPHz4kNu3b5PSCwRLlizhl19+oXnz5lbnP//88zQH415a1NPELFMRgPv3YOsmCH4MJd+AWnUghb/bVs6fhV07ICEBateFosUh6glYLAzt3Zdzp05jZ2eHk5MTBw4cIGPGjAAsXLiQCRMm4OzsjJ+fH2+++eZfsEARERERERER+SMUXJa/xG+//cbgwYNZt24dp06domDBgmTKlInKlSsTGBho1BWOiIjg3r17FClShIwZM2KxWFi/fj3r169PdexnA7OffPIJnTt3pmbNmmTMmJGPP/6Yjh07ApAjRw42b95M9+7dmTp1Ki1atODo0aNG3/j4eLp27UrOnDmBxKD12rVrjesxMTFcuHCBq1evYjabgcTM6OrVq5MvXz46dOjAkCFDjPbP1osOCwuzupbS3FPy+03NfvnlF+MZ/imunwY7/VoQID4BfjgEmbygemk4/SvsCIacqdfyJvQJ7D0CJQuCpxvs+h4iboGLM7a3HhBGOq5fv47ZbOatt95i0aJFjBs3jp07dxq/H7y9venQoQPHjh176TIZIiIiIiIiIvL3UBRJ/nQRERG8+eabNG3alFatWtGqVSs6duzIl19+ye7du3nrrbcICQkhKioKABcXFx48eAAkBnTbtGnz3LIYMTExxjl3d3c2bdqU6lzq1KljVQs5aQPAmJgY4/6piY6Opn79+pQoUcIod1GhQgV+/vlnypYta9U2MjKSr776yqosxrM1jpMk3bNo0aLJrgUHB1OmTBnj2GKxMGDAADp37pxi+9fhwIRZpHdJvoGg/Pfs+2EXE/adYNvWbaRLl46L588zbex4ls9YlGqfTyZO5lplOxasTCxts3bFKkIeP6bnoAEEHD1OiYKFsLOzAxLL1Dx69AiAxYsX07FjR5o0aQJAkyZN2LRpE127dv2TVykiIiIiIiIif8Q/YkO/2NhY7t27R9asWVMsJ/B3iY6O5qeffiIgIID+/fv/3dNJlcVisXpuFy5c4NKlSzRs2PBvnJW1S5cukStXLmxt0/Z9RmhoKPHx8Xh6ev6h+yckJPDkyZPnFiD/I2OHh4fj5uZmnHvw4AH29vZW51JisVh4+vSpkbn9ItHR0cTGxr50+5f1skXa5b9j/PjxHDlyxKhTbrFY8PLy4vHjx6n2qVmzJvXr12fo0KFAYmb/hAkT2L59u1W7a9euUbVqVVauXEmtWrXIlSsX06dPp3Xr1gB8+eWX/PjjjyxevPhPWp2IiIiIiIiIPM//1IZ+Fy5coFixYjx9+hQnJ6cU22TJkoWnT58aWW+pefr0Kd27d2f27NkA/PTTT1y9epX33nsvxfb9+vXj6dOn+Pn5Gef27NlDnz59uHr1Kt7e3jRo0ICHDx/StGlTTp06ZRUgDQsLY8uWLakGcgMCAihevDgRERGkS5cuxTZLly6lV69eLxWIfPz4MSEhIUbboKAgGjRowOHDh41zn376KVevXv1DweUVK1awcOFCjh8/bpz7+uuvyZw5M6Ghody/f58ffviBiRMncu3aNTw9PQkKCuLJkyfcuHEDd3d3evbsafTNly/fc++XtGndJ598YnW+R48eNGjQgHfeecfq/JAhQ7Czs2PKlCkvtZ4nT57g5ubGw4cPad68OWPGjKFWrVov1TeJxWLBxsaGgIAAq8zhu3fvUrRoUaugm7e3N+nTp+fkyZPkz58/1TFNJlOqgeJ9+/bRqlUrHj58aJxzcHDgq6++YuPGjWzevJk7d+6QO3duihQpYtX3xIkTxMfHv1TN6medCrqizOX/oAwubmT3zmh1LiwsjFy5chnHJpMJs9lMcHAwHh4eKY7z+z6urq7cvn3bqs2YMWOYNm0aXbp0Mf4Nvkw/EREREREREfnn+UcEl5Pq0qYWfIXEYMPatWuNMgPR0dHY2dkZwbOYmBjs7e3p3bu3VbAuPj6eDz74AF9f3xQ3iHJxcSEuLs7qXMWKFdm6dauRtZdUOiFdunR89913xhwAfH19cXR0THXeScFwe3v7566tcuXK7N+/3zgXGRlp9TxiYmIICwszgpZJNmzYQKlSpYzAckxMDBs2bCAqKsqoHQzQu3dvBg8eDECePHm4d+8etra2REZG0rt372Sb29nb2yeb86hRo+jevTsrVqxgxIgR2NnZsWjRIlxcXLh69SpxcXHUrFmTIkWKGLVSb9y4Qfbs2Y35hYeHs3nzZho1avTC+50+fZodO3YYm9+tXr2acePG4erqyr1797BYLGzbto3IyEiKFCnCN998Q0JCQooB1aQvBNzd3Vm8eDFjx46lRo0a2NjYYDKZmDhxIhMnTsTJyYn4+Hjs7e2NV/aTmEwmbG1tk83Tzs4uxT9fe3t7vL29k50HqFWrFocPH8be3p7o6Gjefvttvv766xc+E0j8e2hnZ8e5c+fInDlziuM/+28jLaqPGaiay/9Bjvb2XJi7wirAbGtra/xuNto5OhIREZFqcPn3fZLaP2vo0KEULFiQXr160aBBAxo1avRS/URERERERETkn+cfEUVKKunwvJIYtra23LlzBz8/P7p27co333zD7NmzOXLkCCaTiRUrVnDw4EHc3d2NzdYAqlevztChQ9m6dSthYWF07tzZ6npERAQJCQmsXr2ali1bsmLFCpycnMiTJw/Hjh2zmkNCQgKPHz/m7t27VueenXeNGjW4du2acZwUuM6TJ4/VWG+//TaLFi0y1gaJmcGFChWicOHCvPHGG0ybNo3GjRsDUKxYMebPnw9gzD8mJgY/Pz927NjBp59+SsGCBTl79iy3bt1i1qxZDBgwgDNnzlCjRg1jUztIDDxu3ryZ2rVr07t3b+zt7Zk1axYRERGYzWZMJhMBAQHcvXuXSZMmUa1aNapVq4ajoyNly5bl888/x2KxEB8fz8GDB9m1axfDhw+nWrVqtG3b1mqdScH1hw8fYmtrS9GiRXny5Anjx4/H1tbWCO4GBgbi5OTEhAkT6NSpE9mzZ2fu3LkMHjyYwMBAduzYwdixY2nTpg0ODg5MmjSJuLg4xo0bZ3W/mTNnMn36dJydnVP8+5Q7d25MJhPx8fF4e3vz888/U6hQYh3Y1q1b88UXX3D8+HEaNWrEnj17OHToEGaz2QjUmkwmli5dSvbs2enbty/Hjx/n6dOnQGKWdZMmTejSpQuurq6EhYVRrVo1zGYzoaGhXL582fizs7OzY968eXTt2pVPPvmEEydO8Nlnn3Hnzh1sbGywsbHh5s2bREZGMnnyZIoVK0bjxo1ZunQpYWFh3Lp1i3r16nH8+HF8fHyYNm2a1Trr16+fbO0vJUcJcNMmav8pUU+ICjrJw/BQq+Cyp6cngYGBVk3Dw8Of+0WZp6enUS89tfbp06enffv2XLhwgeXLl9OoUaOX6iciIiIiIiIi/zz/iOBykpCQEOPnhIQEYmJiyJAhgxF8dXZ2ZsSIERQrVoz9+/fTsGFDypcvz4YNG9i/fz9lypQhKCgo2bjjx4/HZDIRGxvL3bt3rTLkxo0bx8OHD5k7d64RCF65ciXz5s0jNDSUkJAQihcvzqeffkq2bNmYMGGC1dgZM2a0CoLcu3ePOXPm0LRpUwAuX75Mvnz5rALO48aN4+LFi8nmefPmTfz8/Fi+fDn37t3j9u3b9O3bl169evHo0aNkm7hNmjSJt956C19fXyZOnMjQoUOZOHEiGzduZODAgbzzzjv06NGDCRMmWGXQ/r7usa2tLfny5SM2NtYILoeGhnLmzBmKFCli1ffBgwdMmjSJn376ifv37zNu3Dju3buXarmSlGosOzk5GQHdpPv99NNPuLi4UKRIEZycnPj555/57rvvuHLlCv3796dw4cKsWLGCOXPmWGWKb968mevXrzN48GBGjRrFkCFDGDJkSIpz8fb25vDhw2TJkuWF87S1tSVTpkzGPE0mk1EWoECBAvj6+gKwfPlyox50xowZOXPmjPE6f4YMGay+8Hj2S42U7pcrVy7c3d2xtbXFZDLh6OiIvb09RYoUMeY8ZcoU3n33XbJnz47JZOLIkSPUrVuXjRs3Wo3XtWvXVLO4n8vRGZzd09ZH/pXKli3LsmXLjOOgoCCio6OfW/+8bNmyHD58mPfffx8Af39/smbNCsCwYcOoV68eNWvWBBIz85P+TST1SyqT8Ww/EREREREREfnn+kcFl1N61fr8+fMULFgQSCwfsWDBAvr06cODBw84ePAgkZGRjB49mr179zJz5kyrGrxJmbhJwWQ7Oztu3brFyZMnk5VleDb416JFC+rXr8/AgQOJiYlhzpw5eHl5sXLlyheu4WWDeSm169OnD2vWrKFPnz60aNGCpk2bMmbMGOLj42nVqlWyIPbEiRPJkSMHu3fvpkyZMjRp0gRvb29atGjBkSNHKF68OJUqVaJ3797J7t20aVOjLMbw4cNp1KgRp06domTJkkBiVvThw4dp1qyZVd87d+5w9uxZVq1aRbZs2diyZQt169bFYrHQp08fhg8fDiRmbK9fv55ChQoBiYFWSMxIdHV1pVq1apw7d45ixYoBsHPnTjJkyECLFi0AGDFiBJGRkZQtW5aEhAQWL16Mvb09UVFR5M+fn5IlSzJ58mQWLFhAnjx5rOY5cuRI1q5daxyXK1eODRs2kClTJu7evUuWLFlYsmQJBQsWNEqc2NjYsGHDBr777jtjA8GiRYvi7e1NQkKCUX7CbDbz1ltvGSVHrly5Qvny5QFo0qQJffr0MTYze9bvs6htbGzo27cvgwcPJjo6mtatW/Pmm28SEBBA4cKFMZvNHD9+nHTp0hlfVNy7d4/Q0FBKlSrFpUuX8PPzo0OHDqlm/FesWJEjR46keC06Opro6GjjOCwsLMV28t9VrVo1wsLCWLFiBZ07d2bKlCnUrl0bs9lMSEgILi4uVl+YQOLvzsqVK9OvXz9y5crFvHnz6NChAwDZsmXjww8/ZO3atZjNZj799FM+/vhjAFq2bEn37t3p3Lkztra2fPbZZ8ydO/cvX7OIiIiIiIiIpE3ai7L+iSIjI41PeHg4Dx8+TLYRXMOGDfH09CR79uz4+voycuRIdu7cSbFixZJlpG7YsAEfHx+cnJzo0qULAJ9//jndu3cnJiYm1Xm4uLjg6urKjh07sFgsfP3114SGhuLi4oKvry++vr5kzpyZnDlzkiFDBj766COj7/NKe7yIjY0N8+bN4+uvv6Zdu3b4+PgwYMAAFi1alGxDu0yZMnHixAlOnjxJQkICn3zyCTly5KBdu3bs2bOHXbt24eLiQlBQEJs2bbJar42NDZs3byYkJIRu3bphMpkICQmhWrVq/Pjjj8+dY9myZenevTtPnjwhb9685M6dm6ZNmxIfH8+iRYu4du0aT5484erVq1SoUMEIoj98+JCQkBAKFSqEyWRi//79VKtWjdDQ0BTvM3PmTB4/fkzRokWZOHEi9vb2REREUKJECbp168auXbvYunUrFouFxYsXU7hwYaPv06dPGT58ONeuXWPlypXGRnt58uTh6tWrJCQkMHnyZKt729jY0Lp1a0JCQti3b5/x55iUEZ2aM2fOGBnlpUqVSlY3OTVJf9YhISFMnDjRKNXRqFEj1qxZk2KfwMBAGjdubDzTQoUKERwczPHjx3F3d2fjxo00bdqU3r17c/z4cS5dupTq/adOnYqbm5vxyZYt20vNW/47bG1t8fPzo3fv3mTIkIFvv/2W6dOnA4lfBAYEBCTrU6JECfr160eZMmXImjUrZrPZ2NizV69eNG3alHr16tGwYUMGDBhAmzZtAGjUqBG1atUiX7585MqVi1KlStG8efO/brEiIiIiIiIi8kr+UcFlR0dH45M+fXq8vLySZcZBYhD6/PnzPH78GGdnZzJnzpxiJnCnTp0IDg5m6NChODk5AYl1cZ8+fcq6deueO5elS5dib2+Pra0t8+fP58yZM4SHh3Pz5k0mTZpE9erVuXbtGg8fPmTixIlGv4SEhJdaa2rtIiMjAfj5558BjOB6SusrXbo0n3zyCa1atSJv3rxs3LiR3Llz069fPyZPnsylS5cYOXIkY8eOxdPTk3nz5qV6b3d3d/r27cvYsWNfOPeZM2dSsWJFXF1dWb58OQcPHiQ6OtqqXEXSK++prbNWrVoUKVKEOXPmpHjd1dWVb775htu3bxsBqDVr1jB48GD27NlDmTJl8PDwwMbGhrp161r1/f0GjfHx8UBi4Mvf359Vq1aRI0cOmjRpYrRJbZ4fffQRX3zxBVeuXEl2LSoqiu7du5MjRw4g8YuFdu3akTt3bgoWLEhwcDBvvPEGRYsWxcHBgdy5c/PJJ5+kej+z2czo0aOZOHGiMeffP7NVq1YZxzExMdy6dYsyZcpw9OhRGjduzOLFixk/fjxlypQxakGnZMSIEYSGhhqfGzdupNpW/rsaN27MlStXWLVqFefPnze+xLFYLMZbDr83efJk/P392bhxI4cOHTI2JjWZTMyYMYOHDx9y69YtBgwYYPQxmUx8/vnnHDhwgG3btrFly5Y/9EWdiIiIiIiIiPw1/lFlMV7G9u3bCQsLo3bt2owdO5bixYuTLl06Tp06xZ49e17Y383NjXXr1hnlGFJy4cIFJk2axPDhw/H392fw4MEcOHCA6tWrJ9tkKi4uzqgbDImbVfXp04f+/fsb1wGjjAIkBgXr1auX7L4Wi4WRI0cydepUJk+eTOvWrRkxYgQNGzZk2LBhbNq0yar96tWrmT59Ou+88w41atSgW7du9OnTh9mzZxvZgklmzJhBnTp1AJIFLi0WCwBdunTh0qVLRoA7Jfv27WPnzp2MGzeOQ4cOMXr0aGbOnAmAl1fyjeBSCpIm3a93796pZtcGBgbSoUMHsmXLRr58+ejbty99+vTh0aNH/Pbbbzg7O+Pi4pJi3+joaEaNGsW0adOIiooyNlOsVq0affv25enTp2zYsOG580yaY/78+enUqRP37t1Ltimjo6MjY8eO5eHDh1bPB+DQoUP06NGD2NhYDh06hKur60vdr23btnz33XdWY6bG3t7eKGdhb2+fpmCcg4ODVe1xkdT4+PjQoEGDNPUpXLiwEYi+fPky4eHhFC9ePMUvC59VtmzZV56niIiIiIiIiPz1/qeCy5GRkfTv35958+aRL18+Tpw4YZRI2Lt3LxMnTky26V1K6tWrR1xcHE+ePOHKlStGPd0kQ4cO5b333iNr1qz4+/vTpUsX7OzsqFKlCv7+/tjY2BATE4OnpycRERGcPXvWCDwePXrUaqyUNvRLzfLlywEYPnw4JUuWZOLEiRQsWJB169aRM2dO9u/fb9Xe1taWXr16UaJECfLnz0/p0qUJCwtj7ty5VvfLmTMnDRs2JHv27EBiYLNFixbY2dnx9OlTBg4cCEDu3LlZv379c+doNptZtGgRwcHBJCQk0KZNGxo3bky5cuUoUKBAsvZJQVQfHx8gcdPGpIB727ZtU71P4cKFWblyJaVLlyZv3rzY2dnRr18/tmzZgpOTE+Hh4YSEhFC0aFFiYmLw9vY2sr39/Pzw8/Mzxrp06RK//vor1apV48aNG7Rr186ok/zsPDdu3MiOHTuIi4vD2dnZuLZ06dLnPpOUfPLJJwwaNIjQ0FB69uzJF198kex+AwYMYPjw4URGRhp1ldOnT8/mzZsBXiqbeM6cOXz88cfY29sbf77BwcHcunWLvXv3Uq5cubRNPOopPA1JWx/53xb1xPgxMDCQzp07c/nyZbp27cqMGTNe+KXFxo0bGTRoELGxscycOZN2/4+9O4+P6f4eP/6azCSZ7BJijUgspar2rZTYCbXUTrQo0ZKgtqJVWzWU2htaUklraZQWpS1qV6VFIgSNRiPWkKjsmclsvz/yy/0aWURLq5+e5+MxD7n3vs/73vdk+ePMcd6DBgEofx+OHTuGra0tjo6OHD58mLJlywIQGhrK3LlzcXJyIiwsjHbt2j25NQohhBBCCCGEEOKJ+Fcllw8dOsQLL7ygtEFYs2YNQUFBNGnShOeff55x48YxZcoUq5icnBx+/vlncnNzyc7OVtpjREdH07RpUzw8PNi1a5dVzAcffEDp0qX54YcfsFgs2NraAnDgwAHs7OyIiIhg9+7dD22t8SjMZjNbtmxh9erVAPj6+vLrr7+yY8cOnJyciIuLK9BKYfDgwXTq1IkTJ06wdetWLl++XGhFNFi31TAajXz11Vd06NCB4OBgDAZDiZ+xdevWNG7cmBMnTqDRaDAYDNy5c4fMzMxCK5fzE8lJSUloNBrq1KlTovuZTCZat27N1atX2bBhA87Ozixfvpzly5eTmprKCy+8wEcffUTlypVp0KCBEvfHH39w5swZTp8+zYkTJzhx4gSurq4sWrSIdevWYW9vz9WrVwH4+eefqVixIpUrV8ZoNNK3b182bNjAqVOn6Nq1a4neE8irOs6vPAb49NNPuX37trKR2a5du5g8eTKLFi1SEnVGo5GlS5cycuRIPvzwwwIfSpTU1KlTGThwID179mTy5MmUL1+eyZMn8/HHHz96YhkgMQZs/1V/FsRjoLWzw8VOS6f2nejcuTORkZGMGzeOiIgIhg8fXmRcbGwsAQEBhIaG0qxZM3r37k3Dhg2pWbMmn3/+OUlJSSQmJiobYa5atYrZs2ezZ88eJk+eTGRkJJ6engwZMoSTJ08W+jdECCGEEEIIIYQQT6+/PYuUk5NDUlISWq1WSbTltwBISkqyGmuxWMjNzaVChQqYTCb8/f1p06aNcn3BggXK1waDgd9++40LFy7Qtm1bAO7cuUP37t0pXbo0np6e1KpVi6FDh9K6dWsqV67M8ePHKV++PLm5uZw6dYo7d+7g7+9PrVq1gLxkan7lrcFgKNAS4/5nLKrFQH682WwutG9y/hgbGxt2796tnKtZsyYnT55Uju/evcvp06et5ggODuaTTz6ha9euDBw4kM6dO5Obm8v169fx8vJSxiUlJVklPz08PJTnnT17dqHPlJ6eXqBisXTp0vTt29dq7dOmTePZZ59l2LBhynmDwYDJZFL+C3y5cuWUub7//ns8PDwKvZ+np6dyvGHDBgIDA2ncuDHNmzenc+fOJCcns3//fubOnUuHDh145plnaNu2LS1btmT+/PnUqFGD3bt3M23aNHr06MHQoUMJCwsjJyeHwMBAdDodly5donXr1ixevJgjR47g5eVFaGgoDg4OlCpVCoDnn3+en3/+ucAz6vV6cnNzC7wvBoMBo9GIyWRi8eLFrFmzhsOHDyvfq82bN+Pn50efPn34+OOPKVu2LG5ubsoHHSNHjlQS0Q/7HkBeW5X722qoVCoGDBjAsGHDMJvNTJs2jbJly6LX6x+59cXhuUtwdnF+pBjx71fGxY2oYz+RlpbGkiVLcHR0JCQkhKCgoGKTy2FhYbRt25aRI0cCeX+T1q9fz7x58yhXrhwrV65UPpyrV68ed+/eBWD16tUMHTpU6Xves2dPtm3bpswjhBBCCCGEEEKIfwnL3+zHH3+0qNVqi6Ojo8XJyanYl6Ojo0WtVltiY2MtFSpUsBw8eLDIebOzsy1VqlSxvPDCC5YzZ85YLBaLZfPmzZYOHTpYDAaDxWKxWI4dO2bp27evxcfHx+Li4mKxtbW1AMqrQ4cOVnOuW7fO0rt3b4vFYrF06tTJ4ujoaHFzc7O4urpaXFxcLG5ubhZHR0eLRqNR7vGgkydPWgBLTk5Okc/+ySefWPz8/Ip93xYuXGjx8fGxTJo0STl35coVS1JSktW433//3VKlShWrc1WqVLH89ttvxc6fz2g0Wtq0aWOxs7OzzJw586HjExISLM8884wlIyPDYrFYLCaTyaJSqSwpKSklut/169ctXl5eFjs7O8uePXuU8zqdzpKWlqYcnzt3zuLo6Ghp2bKlZdeuXcr59PR0y7hx4yzNmjWzmM1mi8lkspr/xo0bFk9PT8uMGTMser3eYrFYLBcvXrRUqFDBUqpUKcvvv/9eouf86KOPLK6urpZq1aoV+F4nJiZaXF1dLUeOHLG0atXKcu3atQLxqamplpdfftmyZcuWEt1v0KBBFgcHB8urr75a4Nrnn39u6dGjh2Xv3r2W5557ztKnTx9LRESEJT093ZKRkWGJjIy0jBw50tKoUSPL1atXS3S/tLQ0C2D1nov/ltmzZ1v8/f2VY7PZbHF3dy82pk2bNpYPPvhAOf7pp58sXbp0KTAuISHB4uXlZdm3b5/FYrFYfHx8LJs3b1aub9q0yfLGG2/81SUIIYQQQgghhBDiMSlprkhlsdxX0vo/yGAwKJVz/wVGo5GUlBSlx/GfER8fj6OjIxUrVizR+PurlP+MmJgYfHx8cHNzK3ZccnKyVXXz/YxGIxpN4YX4aWlpBebOzs5Gr9fj7u5eYHzlypVJT0+3+rkxm82YzWbUajVmsxlbW1vu3LkD5G3i17FjR6tq8Qddv36d/fv34+fnV+waq1WrxooVK6hbty5GoxFfX98CY2xsbHB2di6yEh7yqsqNRiNffPEFPXr0KPaekFcl7ebmxuEzUVK5/B9RxsUNb8+yyvGkSZPQ6XSEhoYq5zw9Pbl06VKhvycAjRo1Ytq0afTr1w+A8+fPM3jwYGJiYpQxM2fOZMGCBbz22mt8/PHHQN7/gti9e7eygd+3337LmjVr2LFjx2NfpxBCCCGEEEIIIR5dfq4oLS0NV1fXIsf9zzdX/S8lliFvk7+/klgGqF69+iON/yuJZcj77/IlUVRiGSgysQwUmrR2dHRU2lI8yMbGhh07dli1YLnfr7/+SqdOnZRjOzs7vLy8it200cfHB61WW+T1fLa2ttjZ2VG5cuUix2i1Ws6ePYuPj89D53tUfjMnSs/l/witnR1xy8OVBLNGoynQRkWr1ZKdnV1kcvnBmPzx93vrrbeoVasWQUFBdOvWje7du5coTgghhBBCCCGEEE8/ySIJ8QAbGxt69uxZ5AcTJpPJ6lpJ+xoX1j/5QRqN5qHj7q9Y/v7772ndujVOTk7Kublz55KdnU1ISEix1c2FqlIP3GRTtf95ukx0CVGkZKQpyWUPDw9iY2OthmVkZBTaaz6fh4cHycnJxY53dnZm8ODBxMXFsW7dOrp3716iOCGEEEIIIYQQQjz9JLksxAMKq1x+6aWX6Nu3r9XGhfe7fv16sZXE169fR6fTFTifmZnJjh07ePnllwtUUm/cuJE+ffoUWfGs1+uZOXMmGRkZbN68mXr16nHt2jUWLlzIypUrHz2xDKB1AqdSjx4n/vWaNGnC2rVrleOEhAT0en2hG3DeH3P8+HFGjBgBQHR0NJUqVQJg6tSpdOnSRdlg1c7OTvlfDvlx7du3LxAnhBBCCCGEEEKIf48/kX0S4n+byWR66BiLxYJer1eO89ti5L/q1KnDwoULlWOj0Ujr1q0LzLN//35Gjx5doFrZbDbz/vvv89FHHxX5DPb29vz000/07t2bF198ka1btzJkyBB69erF8OHDi31+vV5Penq61Uv8t7Vu3Zr09HTCw8MBCAkJoUOHDqjValJTUwv9vejTpw+RkZGcO3eOzMxMVqxYQefOnYG83uWvv/46p06dIjo6mk8++UTpzdy3b19WrVrFjRs3uH37Np9++qkSJ4QQQgghhBBCiH8PqVwW4gE5OTn06tXLqo9zeno6hw8fZvLkycoYvV5PSkpKoXN4eXlx/fp15Tg/GW1vb2+VSP7666/p27cvDg4OVvE2NjbMmzePwMBARo0aVWTjdFtbW0JCQmjQoAEBAQHY2dmxffv2h65x/vz5zJkz56HjxH+HRqMhLCyMQYMGMWXKFGxsbDh06BAA7u7uREdHU79+fauYevXqMX78eBo3boxWq6VGjRqMGTMGgKCgIK5evUqXLl2wt7dn8uTJDBgwAIDu3buzZcsWatSoAUD79u3p3bv337ZWIYQQQgghhBBCPB4qi8Vi+acfQoinhcViwc7OjjNnzvDcc88p54tri3Hq1CmaNWtmtemZXq8nNzcXFxcXIK8SOScnh+vXr1O6dF5P48zMTCpUqMDOnTuVFhx16tRh2bJldOjQAchrH9C9e3dmzpypzO3s7ExsbKxVG44NGzYwduxYLBYLvXr1IiwsrNhNDvV6vVXldXp6et4mglPeBo+/tiGk+BfISoWLRzi9cBUNq9awupSUlMTp06dp3ry58rP6MBcuXODGjRv4+fk9Uu/kkydPkpWVhZ+fX4l6kgshhBBCCCGEEOLvkZ6ejpubG2lpaUUWPYJULgth5cqVK5hMJqpVq/ZIcZUrV+bKlSvKcXR0NAMHDiQuLq7ImI0bN1K2bFn8/PyKHDNhwgTGjRvH5MmTC/Rkzrdt2zYmTJjA7t27cXR0pGPHjgwePJjIyMgi+y7b29uXeCNC8d9Svnx5unXr9kgxtWvXpnbt2o98ryZNmjxyjBBCCCGEEEIIIZ4eklwW4j6//PILderUQavVUq1aNXQ6Hba2tgDExsYye/ZsDAYDubm5JCcnFzlPgwYNMBgMHD58uNDkscFgYMGCBYwaNarYis2+ffsyefJkjhw5QpcuXayupaenM2vWLDZt2sSOHTto1qwZAAcOHODFF19k3rx5VhXPJaLLyqtqFf9ud27Dzm1w7w+o3wjad4L7f850mQVCtm7dyqRJkzAYDCxevJhBgwYBeT3Ig4OD2bhxI0ajkYCAAFavXm1VGZ+dnU2dOnVYtGgRffr0eeLLE0IIIYQQQgghxNNBkstC3GfPnj106tQJyKvu/fbbb6lVq5bVmF9//ZWOHTsqx2azGchrqbF582YMBgOvvPIK7733HsHBwfz000+4uLhw9+5djEYj5cqVQ6VSMW/evIdWiNrZ2XH+/Hmrlhv5wsPDOXDgAMeOHaN69erK+dq1a7N169YCz10iiTFgK38W/tVMZtj7E5QrDX4NIeZX2H0PfCpaDdPa2VHGxQ3I++AkICCA0NBQmjVrRu/evWnYsCE1a9ZkwYIFREdHc+LECXJzc+nUqRNNmzYlMDBQmWv27NlUr15dEstCCCGEEEIIIcR/jGSRhPj/zp49y8aNGzl58iSQlyxu06ZNgd7FRqPR6tyVK1dITU2lcePG6PV6li5dCkBAQADffvstbdu2ZdOmTRw9epT333+f33//HY1GQ0BAQIFnMJlMBSqZH0ws5yezx48fz9ixYwttfdGuXbs/8Q7A4blLcHZx/lOx4ulwcO8PzD14mu92foeDgwOXLl5kwaw5rFu4ympcGRc3vD3LAhAWFkbbtm0ZOXIkAMHBwaxfv5558+aRkpLCpk2bqFq1KgD+/v5ER0cr88TExBAaGkpUVNTftEIhhBBCCCGEEEI8LSS5LP5VDAYDt2/fplKlSo99AzAPDw/Gjx9P3bp1AcjNzeXQoUOFVi6/+OKLyvH+/ftxdnZmypQp9O/f3yrZGx4ezpQpU6hTpw4mk4nFixcXeu9du3axatUq4uPj8zbWK4ZOp+PFF18sdsM+yEtCt23bls8++6zYcfer71ut2Cbt4um38/YmWrZoQcvn8n6OG/hWZ8wrwwps3He/mJgY/P39leOmTZsyd+5cAOXDknxxcXEMGDAAyPsAZtSoUbRo0YLjx4+j0+moV6/e416SEEIIIYQQQgghnlKSXBb/KnFxcTz//PNkZWUVucFdxYoVycrKUnolFyUrK4s33nhDSZ55eXmxcOFC5frp06cxmUzEx8dz8+ZNfv31Vw4dOkTXrl1JSUlRxi1atIjFixeTlJREw4YNOXr0KC4uLgBMnDgRZ2dnkpKSSElJ4ZlnnlHiLly4oGyCVrduXRo3bszBgwe5du2a1bj7JSUlsXjxYiZMmEDVqlX5+uuvOXfuHNWqVaNcuXL079+fY8eOodVqMZvNmEymEryr/+dMwmWpXP4Xub/6OF96ejq+vr7KsUqlQq1Wc+/evULbqxQW4+rqys2bNwuMO3jwILGxsezcuROAzZs388svvzB48GDi4uJ4++23mTBhAlOmTHkcyxNCCCGEEEIIIcRTTpLL4l/F3t4eAAcHhyLHuLq6smnTJtq0aQOAXq/H1tZWqSjOzc3Fzs6O4OBgnJ2tE6lVq1ZFp9Oh1WqxtbXF2dmZ8+fP07VrV6pWrUq9evXQarUFnsnOzo7q1avj6+vLyZMnadeuHampqXz55ZccPnwYDw8PXF1dMZvN2NjYcPbsWVq0aMGRI0do2LAh3t7eNGjQgDp16tC+ffsi1+bm5samTZuoVq0aGo0GtVrN+++/z/fff8+pU6ews7NTns/GxqbQlhnF8Zs5UXou/4to7eyIWx5ulWDWaDTK74kyTqslOzu7yOTygzH54++XlZVFYGAgs2bNwtPTE4A1a9bQr18/Nm7cCMBLL71Eu3bteOONN5QPWIQQQgghhBBCCPG/S7JI4l8lvxVGcS0xNBoNt27dIiwsjJEjR/L111+zdOlSfv75Z1QqFeHh4Rw9epRSpUqhVqutYvV6PTt27KBBgwZK2wkfHx9CQkKU9hgmkwmDwYCtrS0mk4lKlSrh4OCgzNW/f3+ys7MpW7YsTk5OdO3aFYvFQm5uLjt37qRx48bUrVuXd999lz59+hAdHU2pUqVYs2YN586do1SpUlbP5OPjw5kzZ4C8aufBgweTlZWFTqdj//79NGvWjMTERPbv30+HDh2s1nJ/Ur1EqtQDt9IlHy/+ObpMdAlRpGSkWSWXPTw8iI2NtRqakZGBnZ1dkVN5eHiQnJxc7Pjg4GC8vb2ZNGmScu769esMGzZMOW7YsCG5ublcu3ZNqcoXQgghhBBCCCHE/y5JLot/pdTUVOVrs9lMbm4uZcqUURLCTk5OTJ8+neeff55Dhw7x0ksv0axZM7788ksOHTpE48aNSUhIKDCvxWLhvffeY//+/UpbjfT0dJo2baokaY1GIyNHjmTZsmWo1Wru3LmD2WxW7j1z5kxSU1NZsWKFMq/BYACwatXx1ltvsWfPHpYvX063bt2Ijo7m7t27ODk5KWOCgoKseitfuHCBc+fOsXTpUq5du8aJEydwcXHh2LFjfP/995hMJtavX8/t27dxcXHhyJEjBXpGF0vrBE6lSj5ePHWaNGnC2rVrleOEhAT0ej0eHh7Fxhw/fpwRI0YAEB0dTaVKlZTrq1atYu/evURFRVl9WOHl5UVOTo5ynJiYiEqlokKFCo9zSUIIIYQQQgghhHhKSXJZ/CsV9t/7L168qCRSXV1d+eijjxg7dizJyckcPXqUnJwcZsyYwYEDB1i8eDEhISEF5jAYDCxatIiaNWsq53x8fNi9e3eRSdrjx4/Tu3dvpVXHjRs38PT05JtvvrGad9CgQXz44YfKOZVKxebNm3F1daVNmza8++67ODk5MWDAAF599VW6devGzp07WbdunRLzyiuvkJqaytmzZ7G1taVUqVLUqlWLxo0bM3PmTHJycrCzs6NZs2aEhoYW+cx6vR69Xq8cp6enFzpO/Pu0bt2a9PR0wsPDGT58OCEhIXTo0AG1Wk1qaiouLi4FKvb79OlDy5YtGT9+PL6+vqxYsYIhQ4YAeX2WJ06cyK5du3ByciIzMxO1Wo2DgwODBg3igw8+oEGDBri7uzNu3Dj8/f2LbL8hhBBCCCGEEEKI/y2SXBb/SvdXSxqNRvR6fYF2Ei+99BIfffQRDg4OeHl58fbbbyt9kytWrFjkvPb29gQGBvLDDz8Aef/1v3379krV8ahRo3j77beBvKTxCy+8wO3bt4G8ys169epx6dKlAv2czWaz0k4jX+nSpTEajYwaNYpXX30VgPPnzwN5CeCpU6cqvaMBRowYQXJyMvv27aNdu3YMGzaMDz74gF27dgF5Vao1a9bk5s2bRa4RYP78+cyZM6fI6+LfS6PREBYWxqBBg5gyZQo2NjYcOnQIyPtQJjo6mvr161vF1KtXj/Hjx9O4cWO0Wi01atRgzJgxAKxYsQK9Xk/Hjh2V8X5+fhw6dIiRI0eSkpJCv379SE5OplWrVnz66ad/11KFEEIIIYQQQgjxD5PksvhXenBTvQcTuflycnK4ePEif/zxB6VKlaJChQpF9iA2GAxkZWXh5OTEvXv3mD17NsOGDSM6OhpfX19KlSpFcHCwVWJ74sSJbN++XakEvX79Oh4eHtSpU6fA/GazmZdffpnly5cr58LDwzl16hSrV69Wzt24cYO0tDTs7e0JCgqymmPBggW4u7vzwQcf0K5dO5o3b86mTZvo3Lkzr732GseOHcPb25vMzMxik8vTp09n4sSJynF6ejqVK1cucrz4d+nRoweXL1/m9OnTNG/enNKl8/poWyyWImPef/99AgICuHHjBn5+fkrP5W3bthUZo1KpmD59OtOnT3+8CxBCCCGEEEIIIcS/giSXxf+s77//nvT0dDp06MCsWbOoW7cuDg4OnDlzhv379xcYn5ycjJ2dHWXKlLFKQL/22mu8++679O7dG7BO0K1cuZKVK1cCsHPnTt566y1OnjxZZLL7fkajkffff9+qPUd0dDTp6ens2rWLwYMHF4gZOXIkUVFRXL9+HW9vb7Zu3crVq1c5ceIEf/zxB6tXr8bX15cmTZoUe297e3vs7e0f+ozi36t8+fJ069btkWJq166tbMQXHx9PRkYGdevWLdBGQwghhBBCCCGEEAIkuSz+R+Xk5PDmm2+yYsUKatSowenTp5VWFwcOHOC9994rUF187tw5vL29UalUSj9io9FIQkKC0kagfPnySkXn/Q4dOsQbb7yBl5cXPj4+ODs7k5aWhouLCyqVirS0NPbu3UvTpk2VmNDQULy9vRk4cKBybvHixcyePZuIiAh+/vlnmjVrZnWfHTt2sH//fubNm8fBgweJjo5m8ODBNG3aFKPRyOjRo5kzZw69evX6c2+cLguyUv9crHiy7tyGndvg3h9QvxG0bPHQkK1btzJp0iQMBgOLFy9m0KBBAJhMJoKDg9m4cSNGo5GAgABWr16NRqPBbDYzYMAAjh07hq2tLY6Ojhw+fJiyZcs+6RUKIYQQQgghhBDiX0aSy+J/0qFDh3jhhRfo3LkzAGvWrCEoKIgmTZrw/PPPM27cOKZMmWIV891339G4cWMgryLZ1dWVTz75hCpVqnDmzBleffVVFi5cSIsW/5fUM5lMLFy4kCVLlrB9+3ZatmypXHN2dubAgQNUr169wPNdunSJmTNncuTIEeXc2rVrOXHiBB9//DF169alV69efPPNNwWqkM+ePcvdu3fx9/fn1q1bvPbaa0Ber92hQ4cyb948vv766z/3xiXGgK38WXjqmMyw9ycoVxr8GkLMr2C4h/YZH8q4uBUaEhsbS0BAAKGhoTRr1ozevXvTsGFDatasyYIFC4iOjubEiRPk5ubSqVMnmjZtSmBgIJ9//jlJSUkkJiaiVqvp2LEjq1atYvbs2X/vmoUQQgghhBBCCPHUkyySeGrl5OSQlJSEVqtFpVIBkJKSAkBSUpLVWIvFQm5uLhUqVMBkMuHv72+1Ed6CBQuUrw0GA7/99hsXLlygbdu2QF6f44iICDZs2ACAra0tc+fOZfPmzfzwww9Uq1aNa9eu0aNHDzp27Mjy5cspW7YsAwYM4NSpU+zfv5/nn3++2PVYLBYsFgs2Nja8+eabDBw4kHr16qHX65kxYwbr16/nyJEjODs707NnT65evUqrVq1YuHAhY8aMQaPJ+3WdMGECr732Gr169aJSpUqEh4fj5eVFxYoViYiIoGHDhowePZqNGzcqMSV1eO4SnF0e3tJD/L0O7v2BuQdP893O73BwcODSxYssmDWHb5aH4+1ZeEVxWFgYbdu2ZeTIkQAEBwezfv165s2bR0pKCps2baJq1aoA+Pv7Ex0dDUC5cuVYuXKlsvFkvXr1uHv37t+wSiGEEEIIIYQQQvzbSHJZPLWioqLw8/PD3t5eSS4DODk5FagGtlgs6PV6YmJiSEtLK3ZejUZD7969qVixIj169ADg9u3bvPrqq7z00ku8//77LFmyhFdeeYXY2Fjc3d0BGD9+PK+88gpjx47lk08+4d133+WDDz7AxcWFH374gSZNmuDg4KDcR6VSKZXQFosFnU7HunXrCAgI4PPPPwfgjz/+oFGjRpQvX56TJ09abao3duxYSpcuzejRo7l37x6zZs3i5MmTbNq0iW+//ZZx48YRFBTE9evXeeedd/jxxx/56quveOaZZ2jXrh1NmzZl165dxW7s96D6vtVwdXUt8Xjx99h5exMtW7Sg5XN1AWjgW50xrwwrMrEMEBMTg7+/v3LctGlT5s6dC8DSpUutxsbFxTFgwAAAq5grV66wZcsWIiIiHtdShBBCCCGEEEII8T9EZbl/dzIh/gdlZmaSnZ1d4p6xWVlZqFQqHB0dixxjsVisEt5/RVRUFPXr18dgMPDll18ycOBApWoU4Pr163h6emJvb6+0MhgyZAguLi4A3Lt3j08//ZTRo0fj5OQEgF6vZ/v27UrC8GHS09Nxc3Pj8JkoqVz+h5VxcSuQNJ40aRI6nY7Q0FDlnKenJ5cuXVI+/HhQo0aNmDZtGv369QPg/PnzDB48mJiYGKtxBw8epHv37iQkJODp6amcnzlzJgsWLOC1117j448/flzLE0IIIYQQQgghxL9Afq4oLS2t2EJEqVwWfxuLxYLJZEKn05Gens4ff/zBnTt3uHnzJr/99hunT5+mYcOGSnUlQEREBCtWrCAqKupP3zciIoLPP/+cX375pcgxly5dombNmpQuXfqh86WmpvLVV1/Rs2dPcnNz+eSTTxgzZgxmsxmz2Yy9vT2Q14ojOztbWY9Op0Oj0RRoVdGwYUMAbGxsmDJlCmq1msGDByvXvby8lK8bNGhAVlYWrVq14syZMwBUrFiR5557jsjISGXcuXPnuHjx4kPX8iC/mROl5/I/TGtnR9wD7S40Go3yc6WM02rJzs4uMrn8YEz++PtlZWURGBjIrFmzrBLLAG+99Ra1atUiKCiIbt260b1797+6NCGEEEIIIYQQQvyPkSyS+Fvk5ubi6+tLcnIyLi4uuLq6kpubi16vx9/fn/Lly9O2bVurthAADg4OSoUuwIYNGxg+fDhOTk6YTCa0Wi3JycnF3tve3t6qXUVh8j+Bye/pDHk9n++Py83Nxc7Ojjp16uDsnFfda2dnx9q1a3FycsLR0ZGJEydiZ2cH5H3CY7FYlBYYubm5fPbZZ3Ts2BGAnj17curUKasqZZPJxMSJE3n77beVVh/169dn9+7dVu+Jvb0958+f57nnnkOr1Ra6pqLOF6tKPXB7eIJdPCG6THQJUaRkpFkllz08PIiNjbUampGRofysFcbDw8Pqd6Ow8cHBwXh7ezNp0qQC8c7OzgwePJi4uDjWrVsnyWUhhBBCCCGEEEIUIMll8bews7Pj6tWrqNVq5VxYWBgbNmxg/fr1BcabTCbMZjNqtRqVSoXFYsFgMKDVavH39+ebb77h1KlTvPzyyw+9t0qlemgLi/xq4qioKJKSkujatStvvvkmrq6uLFq0CIDXXnuNVq1aAVitY/DgwWzdupXvvvuOgQMHKueXLVtGZmYmM2bMKPSeubm5rFy5kt69e3P16lXOnj3LSy+9BMDvv//OqVOn6N+/v1XM5s2byczMJCcnh7Zt2xIfH49Go7HasBBgyJAh/KmON1oncCr16HHiiWrSpAlr165VjhMSEtDr9Xh4eBQbc/z4cUaMGAFAdHQ0lSpVUq6vWrWKvXv3EhUVhY2NjXJ+6tSpdOnSRdns0s7OzurnXQghhBBCCCGEECKfzcOHCPF45ObmYjAYirxuNpvJysoC4Ouvv6Z8+fKMHDmSEydO4O3tTUBAgJJszlfSpJfRaCQ1NVV53b17lzt37hQYZ7FYGDVqFBkZGRw6dIiaNWvi5+eHyWTiwIEDygZ99wsODmbnzp0AtGnThvLly+Pj48PcuXNZvHgxPj4+lC9fvtDY/I3+zp07x8KFC5Xzv/76K8uXL8dsNqPT6ZTzq1ev5sqVKzg6OtKxY0e++eYb+vfvz9atW61evXr1KraqVa/Xk56ebvUST6/WrVuTnp5OeHg4ACEhIXTo0AG1Wk1qaiomk6lATJ8+fYiMjOTcuXNkZmayYsUKOnfuDOT1WZ44cSKfffYZTk5OygcWAJUrV+b111/n1KlTREdH88knnyh9m4UQQgghhBBCCCHuJ5XL4m/TuXNnzpw5oyQ99Xo9Op2OMmXKAHnVyjk5OaSlpdGvXz/69etH7969+eOPPzh06BCQl3T+M1WUx44dK9Cbtly5ciQlJVmda9SoEQMHDmT48OFYLBZee+01wsPDmTRpEm5ubjRq1Mhq/KZNm7CxsaFSpUq0atUKOzs7IiMjadOmjVXl8r59+5g1a5ZVrMVi4erVq9SrV4/c3FySk5OpX78+kNfC4Pbt29SvXx9fX1927NiB0WjkzJkzzJgxgx9++IGQkBBee+010tLSCl2zv78/3333XaEbGc6fP585c+Y86tso/iEajYawsDAGDRrElClTsLGxUX4n3N3diY6OVn528tWrV4/x48fTuHFjtFotNWrUYMyYMQCsWLECvV6vtGgB8PPz49ChQwQFBXH16lW6dOmCvb09kydPLvHGkEIIIYQQQgghhPhvkeSy+NscOXLE6ji/LUZ+kuxB2dnZ7Nu3j9q1a7Nx40YCAgIwGAzFVuQWpVWrVuzdu1c5Lq6KeubMmVSvXp3Ro0djY2PDhx9+SIsWLXjvvfcKjL1+/TqnTp3CaDTSqlUrcnNzlZ7Qd+/exWw2ExkZSVZWlpJEz6fT6ahVqxZxcXF89913zJkzh40bNwJw9OhRwsPDrd6z3377jSZNmijzVKlShd9//52EhARGjhzJkCFDuH79OvHx8cyePZtatWoV+X5Mnz6diRMnKsfp6ekF+l2Lp0uPHj24fPkyp0+fpnnz5srmk8W1P3n//fcJCAjgxo0b+Pn5Kb8727ZtKzJGpVKxcOFCq0p6IYQQQgghhBBCiMJIclk8cfmtHbRarVVv16LodDo0Gg3r169HpVJhNBp59913sbGxITMzEycnp0d+BhsbG6sN7orb7M5sNpObm8uxY8cA8Pb2xs7OrtBnf+utt4iIiOD7778HUBLlw4YNY8eOHYwdO5YKFSrwxhtvFOj7nJWVpSQIvby8aNKkCcuWLVOuP7iB2rPPPssPP/zAmTNnlHN6vZ7GjRuTmJjI0aNHMRgM6HQ6du3aRWJiYpEJdHt7e+zt7Yt8D8TTqXz58nTr1u2RYmrXrk3t2rWf0BMJIYQQQgghhBDiv0ySy+KJS0hIoE6dOjg4OFglaB9si5EvJyeHL774gpCQEF555RViY2OZP38+t27d4tq1a5QvX/6JPu/8+fMZPHgwu3fv5quvvuLrr7+mU6dOLFq0iNdff73QmPsTx6GhocTExDBlyhTu3LnD999/z759+/j888+tEuNJSUlUrFiRtm3bKpsdOjo6Ktd37dpF1apV6dOnT5HPeuXKFcxmM/b29g/dtFCIh4mPjycjI4O6devKJn5CCCGEEEIIIYR4KEkuiyeuWrVqymZh9yuuLca8efOoUKECbdq0ITY2VukNO2DAAHr06PHEnvXChQuEh4cTGxtLQEAAJ0+e5NChQ/z666/079+flStXFhmbk5PD3Llz2bRpE4cPH+arr77Cw8ODw4cPM2jQIFq0aMGBAwcoXbo02dnZ3Llzh/Lly3Pw4EGuXr1Ku3bt2LVrF15eXixZsoS9e/cWm1gG+PLLL5kyZQq5ubnUqFEDyGsncuHCBb7++utHf690WZCV+mgx4vHRZVodxsbGMnz4cOLj4xk5ciQLFy586IcIW7duZdKkSRgMBhYvXsygQYOAvJ7mwcHBbNy4EaPRSEBAAKtXr0aj0WA2mxkwYADHjh3D1tYWR0dHDh8+XGi/biGEEEIIIYQQQoh8klwWT6XXX3+dl19+mYsXLyrnMjIy2LdvH0uWLCkwPiUlpUAF9J+xefNm5syZQ9myZXF1dWXmzJmsW7cOFxcXvvjiC9zc3Ni6dWuBuKSkJOLj4/n999/58ccfqVy5MgaDAZPJhKOjI19//TUbN25U2mAcPnyY+vXro9Hk/Qp6e3szb948OnbsyLBhw4rtRX2/IUOG0K1bN7p160ZAQACtWrVi7NixbNy48c8l4RNjwFb+LPyTtHZ2lHFxQ6/X0717dzp37kxkZCTjxo0jIiKC4cOHFxmb/6FIaGgozZo1o3fv3jRs2JCaNWuyYMECoqOjOXHiBLm5uXTq1ImmTZsSGBjI559/TlJSEomJiajVajp27MiqVauYPXv237dwIYQQQgghhBBC/OtIFkn8I/bt28eKFSuUZOuDPD098fT0JDY2luzsbMaMGYPJZKJjx45UqlSJo0ePsnXrVnJzc4G8fsTHjh2jTJkyZGRkWPUTTk9PJzc3l6SkJKt7mM1mDAYDVapUwWQyATBnzhzlular5YsvvlBaVeTk5PDrr79y+/ZtpWXAwYMHmTlzJg4ODvTu3ZshQ4Zw4cIFMjIyaNSoEWazmd9//52srCy8vb3ZtWsXXbt2Ze3atfTo0YOcnBzs7e1JS0vDbDaTmZnJ9OnTGTx4ML/88gu1a9embNmyODg4KM+Vm5urPG/+8dChQ5kyZQoAr7zyCs888wzZ2dlWbTZK4vDcJTi7OD9SjHi8yri44e1Zlu3bt5OWlsaSJUtwdHQkJCSEoKCgYpPLYWFhtG3blpEjRwIQHBzM+vXrmTdvHikpKWzatImqVasC4O/vT3R0NADlypVj5cqV2NraAlCvXj3u3r37hFcqhBBCCCGEEEKIfztJLv/Hvffee7z33ntFJiGzsrJYuXIlb7zxhnLOaDSiUqmK7Mmam5uLRqOx6q+cm5uLnZ2dMufQoUNJSkoq0MPYYrFgMBiUsTqdjtu3b3PgwAFUKhUHDx4E8lptHDhwAIDnn3+eihUrUqNGDUJCQpgzZw52dnbk5uZiMBiUNgIVK1a0uo+dnR2lSpXi9u3bpKWlFbqWrl278tprrzFmzBiuXbtGz549adGiBfXr18dsNrNw4UKqV6/OwYMHUalUzJkzB4vFUvQbDpw6dQq1Ws1rr71G+fLlSU9PB/L6Nue/Nm3axMaNG5WYmTNnKonv1157jYsXL1KqVCkyMzOxsbHBzs4OOzs7VCoV69evZ926dej1evz8/JT3TDy98hPK94uJiaF58+bK72bdunW5cOFCsfPExMTg7++vHDdt2pS5c+cCsHTpUquxcXFxDBgwAMAq5sqVK2zZsoWIiIg/vR4hhBBCCCGEEEL8N0hy+T/Ozs6OwYMHF5lIeumll5REb7758+ezcOHCQpPLFouF3Nxc9u/fT4sWLZTzzz33HHfu3FEqI+/evYujoyObN2/myy+/VMbp9XqqVq1KTEwMAEOHDmXVqlW8/vrr7Ny5k4YNG6JWq7GxsUGlUmFra0taWhomk4mmTZty8uRJ3nnnHSAvcX737l2WLVtW4DnbtGnDW2+9RdeuXQF45plnCk0K29vbK1XDTZs25fbt21bXv/32W4xGIzY2NkqLC8hL8rVp04ZLly7h6empnDeZTKhUKrZs2QLApUuX0Gq1uLm5FXgfV6xYwbvvvkv//v0ZP368cs3Ly4vJkyczbNgwZU6z2ay8t0ajEbVazeLFi5X3saT8Zk6Uthj/AK2dHXHLw60SzOnp6fj6+irH+R/o3Lt3D3d390LneTDG1dWVmzdvFhh38OBBYmNj2blzp9X5mTNnsmDBAl577TXat2//V5clhBBCCCGEEEKI/3GSRfqPK6r6+H73VyADvPvuu7z77ruPdJ/ffvtN+XrDhg2MGTOGW7du4eTkVGzcTz/9xC+//MLixYvZunVrsc97f6sIwCrZW5iHVRjD/1UTFyW/avh+ZrOZ4OBggoKCrBLLUPD9LleuXIE5L1y4wKhRo7h37x779++nSZMmVtc1Gg3p6emsXLmSsWPH8ssvvzBgwADi4uJwcHBg//79zJs3j549e5bo+2ulSj1wK7xViXhCdJnoEqJIyUizSi5rNBqr9i6Q16olOzu7yOTygzH54++XlZVFYGAgs2bNKvDz+dZbb1GrVi2CgoLo1q0b3bt3/6urE0IIIYQQQgghxP8wSS7/x5nNZj7//HM2bNhQ5PW+ffs+tvulp6czdepUBg4c+NDEMuQlsvMTpGq1mmeffVZpaWFjY6O00cjIyOD8+fO4uroqsTqdjnXr1rF9+/YC8yYlJSn9mh8mOzub1NRU5dhgMKDVanFxcSl0/IcffsiPP/7I0KFDuXv3LsnJydSqVatE91q9ejVvvvkmY8aMYcGCBQWSi/kcHR1Zs2YNZcuW5ffff+ell17i5ZdfZubMmRw6dIj69euX6H4FaJ3AqdSfixWPlYeHB7GxsVbnMjIyCnyY8WBMcnJyseODg4Px9vZm0qRJBeKdnZ0ZPHgwcXFxrFu3TpLLQgghhBBCCCGEKJYkl//jLBYLr776arFtMcxmM5BXGezs7IxWq31oRazFYqFixYqcO3fO6tywYcO4c+cOe/fuxcfHxyomNTWVXr16Kc/yxRdfcPXqVZo3b66MuXjxYonXNmfOHKsN+v6soKAggoKCrM5NnTqVBQsWFBj7/fffs3jxYho2bAjA7t27efPNN9m9ezeNGjV66L1u3rxJu3btCvTHfZBGo2HNmjW8/PLLeHp6smzZMs6dO8f06dPJyMhg9erVHD16tMh4vV6PXq9XjvP7PounR5MmTVi7dq1ynJCQgF6vx8PDo9iY48ePM2LECACio6OpVKmScn3VqlXs3buXqKgoq/+RMHXqVLp06ULbtm2BvHY5j1z1LoQQQgghhBBCiP8cm4cPEf/LjEYjGzZsQKPRFPravXs3RqMRyKscTk5OJiUlxeo1bNgw3nzzTatzd+7cKZDcnDRpEtu2baNKlSpcuXKlwOvNN9+0qtS9du0aCxcutGpvUa1aNby9valWrRrVq1enWrVqVKlShTJlyiib8nXu3BlPT098fHyoVKmS8nVhrzJlyjBv3rxi36M1a9aQk5NDTk4O2dnZ/PHHH4W2Bfnuu+8ICAhg8+bNVK5cGYCAgAAmTJhA+/btOXHixEO/H/b29iVO6tWvX5/OnTtz584dWrRoQWBgIMnJyWRkZNCsWbNiY+fPn4+bm5vyyn9e8fRo3bo16enphIeHAxASEkKHDh1Qq9WkpqYWaAMD0KdPHyIjIzl37hyZmZmsWLGCzp07A3l9lidOnMhnn32Gk5MTmZmZ5OTkAFC5cmVef/11Tp06RXR0NJ988gn9+vX7+xYrhBBCCCGEEEKIfyWpXP6PmzZtGu+88w7Hjh3jtddeIy4ujmvXrtGgQQNu3LiBvb29UrkMef9tHiA0NBRfX19lQzzIS1QvW7aM4OBgtFotpUqVAvLaUwQFBbF9+3bmzZvH7NmzC1QtQ17l8sCBA5Xjt956C4Dly5cr5y5fvvzQNe3Zs0f5ev78+fz222+sW7euZG9IIWxtbdFqtcpx/gZ/91u6dClz5sxh8+bNtGnTxmoTwbfffpt79+7RpUsX9u3bR+PGjf/0szwoJyeH27dvEx8fT/Xq1alatSqXL18uNPF4v+nTpzNx4kTlOD09XRLMTxmNRkNYWBiDBg1iypQp2NjYcOjQIQDc3d2Jjo4u0P6kXr16jB8/nsaNG6PVaqlRowZjxowBYMWKFej1ejp27KiM9/Pz49ChQwQFBXH16lW6dOmCvb09kydPZsCAAX/XUoUQQgghhBBCCPEvJcnl/7AtW7bwySefsG/fPtRqtbLxl62tLXfv3sXW1hadTkfLli357LPPqFOnDgB37txh2rRp7Nixw2o+tVrNkSNHiI6OZuPGjcr5n3/+mUuXLnHixAkSExOpUqUK8fHxBZ5n9uzZJCUlFfvMAQEBxMXFFTjv6urKgQMHCpw/cOAAgwYNevib8Rf07duXU6dOceDAAaUdxoMWLlzIzZs3mThxIkeOHHks942NjeXAgQOMHj2aCRMmMHbsWM6fP4+Tk1ORbU7y2dvbF9nPWTw9evToweXLlzl9+jTNmzendOm8zRaL24zy/fffJyAggBs3buDn56f0XN62bVuRMSqVioULF7Jw4cLHuwAhhBBCCCGEEEL8T5Pk8n9Yu3bteOONN9i0aRM1atSw2jgPwMbGhjVr1pCens4zzzyjxL3zzjv07NmTdu3aWc2nUqlYv349jRs35oMPPmDq1KlAXnVkfouMxMREEhMTS1S5XJjff/+dDz/8kDZt2ijnUlJSqFu3boGxRqORuLg43nrrLaUKOl9mZiZjxoxhyZIlxd6vJN555x18fHxwd3cvcoxKpWLdunVkZWX95ftBXnIxKCiIGTNm0K9fPw4ePMjw4cNZsWIFRqORt99+m1GjRj2We4l/Vvny5enWrdsjxdSuXZvatWs/oScSQgghhBBCCCGEyCPJ5f+w0qVL8+677/Luu+9aVRqrVCoAbt26xcyZM/nqq6+U6sctW7awffv2IjfWc3NzY8uWLbRs2ZLGjRvTvn37AmMetXL5/irN+zchu19h5zUaDVevXi10vJ+fX4GWAn9WgwYNSjSuJNXCD2tnke/MmTM4OTkRGBiIjY0NSUlJtG/fnj59+mA2m+ncuTNhYWElmsuKLguyUh89Tvx5ukyrw9jYWIYPH058fDwjR45k4cKFyu9kUbZu3cqkSZMwGAwsXrxYqdY3mUwEBwezceNGjEYjAQEBrF69Go1GU+w1IYQQQgghhBBCiJKQLMJ/lMViwWAwEBgYiK+vb6EJJRcXFz766CPatm2LXq/Hzs6O77//nmXLllGmTBnMZjNms5mkpCSrqt369euzbNkydDpdgTkLS55aLBaOHj3K2bNnqVSpUoHrer1e6ftsNpvp16+fVZL2/p7QRTGZTMTGxqLRaLh58yY///wzH3/8sdWYq1evYmNjY/VeGAwG0tLSCiS9jUYjDg4OSpuCwp65pIligB9++IEtW7awZ88eWrdu/dC1NGjQwKoXdVBQEEFBQcqzJSQkEB0dbdUrukQSY8BW/iz83bR2dpRxcUOv19O9e3c6d+5MZGQk48aNIyIiguHDhxcZGxsbS0BAAKGhoTRr1ozevXvTsGFDatasyYIFC4iOjubEiRPk5ubSqVMnmjZtSmBgYLHXhBBCCCGEEEIIIUpCskj/UYmJiVSvXh2tVmuVTM3fhM/NzQ0vLy8gL3Gp0+n4/fffrTbGu3btGtWqVaNUqVIEBwdbzV9UgqqwhLNKpWLixIlkZmYyadKkAtfv3r2LwWAA8pK2W7ZsKdAW4/62HYVRq9UMHz6c8+fPU7lyZYKCgnj22WetxnTs2JHExMQCifZ33nmHd955x+pcbm4u48ePZ9GiRYXeLzc3t9C1PujLL7/EwcEBHx8ffv75Zzp06MCMGTOKjUlLSyv0fGpqKjqdjnLlyhEYGIjFYuGDDz546DPc7/DcJTi7OD9SjPjryri44e1Zlu3bt5OWlsaSJUtwdHQkJCSEoKCgYpPLYWFhtG3blpEjRwIQHBzM+vXrmTdvHikpKWzatImqVasC4O/vT3R0NECx14QQQgghhBBCCCFKQpLL/1E+Pj4Yjca/NEeVKlW4cOECvr6+2NraliimZ8+e9OzZs8D5X375pciWF7/99pvydVRUVIHrZcqU4Y8//njovU+cOKG09yhMYRsF/ln79+8v0biDBw/i7u5O9+7diYmJUc6HhISQkJDA2rVrC8TUqVPHah05OTk4ODiwc+dO1q1bx8GDBzl16tRfX4R4ovITyveLiYmhefPmODo6AlC3bl0uXLhQ7DwxMTH4+/srx02bNmXu3LkALF261GpsXFwcAwYMeOg1IYQQQgghhBBCiJKQ5LL4Sx5WMVxSRSWWH6fiEsv/FHt7e2XtSUlJdO/enZMnT+Lg4FBof+b4+Hi2bdvGnDlzMJlMmEwmQkND+fXXX2nfvj0VK1b8S8/jN3OitMX4m2jt7IhbHm6VYE5PT8fX11c5VqlUqNVq7t27V+SGkQ/GuLq6cvPmzQLjDh48SGxsLDt37nyka0IIIYQQQgghhBBFkSySEE8JtVpNYmIikJdUTE1N5auvvuLgwYO0b9+el19+mcmTJ6PRaHjhhRcwmUyMHz+eAwcO4OzszLfffktcXByLFi3CYDDQv39/qlev/mgPUaUeuBXeR1o8RrpMdAlRpGSkWSWXNRpNgQ8VtFot2dnZRSaXH4zJH3+/rKwsAgMDmTVrFp6eniW+JoQQQgghhBBCCFEcSS4L8Q84cuQIXbt2xWAwoFKpWLZsGadPn8ZkMrF8+XI+/vhjkpOTcXBw4MyZMzRs2JCwsDCuXbtGYmKiUoV95coV5s6dy8cff8xPP/2Es7MzXl5eyoaDj0zrBE6lHu9iRYl5eHgQGxtrdS4jI6PYqnsPDw+Sk5OLHR8cHIy3t3ehPc2LuyaEEEIIIYQQQghRHEkuC/EPaNmyJffu3WPKlCk4OzvTvXt3Jk6cyL179/jhhx9o1KgR7u7ufPTRRwwcOBAbGxtq1KiBwWDgmWeewdbWFo1Gw8SJE+nTpw+DBw8mOzub3NxcBg0a9E8vT/xJTZo0seqznZCQgF6vx8PDo9iY48ePM2LECACio6OpVKmScn3VqlXs3buXqKioAu1nirsmhBBCCCGEEEII8TCSTRDiH6BWq602QfTw8KBy5cqULVuWXbt20aRJkwIxrVq14uzZs9SqVYu1a9dy8eJFAgMDWbduHQDZ2dloNCX7vEiv15Oenm71Ev+81q1bk56eTnh4OJC3sWOHDh1Qq9WkpqZiMpkKxPTp04fIyEjOnTtHZmYmK1asoHPnzkBeL+WJEyfy2Wef4eTkRGZmJjk5OQ+9JoQQQgghhBBCCFESklwW4ilQo0YNFixYUOg1s9mMSqXCbDaj0+mUc9nZ2UyYMIHKlSvj5eXFzJkz+fzzz/Hy8qJChQq89NJLRd5v/vz5uLm5Ka/KlSs/kXWJR6PRaAgLCyM4OJgyZcqwY8cOPvjgAwDc3d05d+5cgZh69eoxfvx4GjduTKVKlVCr1YwZMwaAFStWoNfr6dixIy4uLri4uODv7//Qa0IIIYQQQgghhBAlIW0xhHhKmc1mIiMj+emnnxgyZAgXLlygY8eOpKamEh0djUql4ssvv6Rv377Y2Ngwbtw4zp49y1dffYWLi4tVZfSDpk+fzsSJE5Xj9PR0STA/JXr06MHly5c5ffo0zZs3p3TpvA0WLRZLkTHvv/8+AQEB3LhxAz8/P6Xn8rZt24qMKe6aEEIIIYQQQgghRElIclmIp0BiYqJVSwKLxYJKpWLRokW8+OKLdOrUCa1Wy61bt+jSpQvTpk2jTZs2yvi7d+9y4cIFXnzxRfbt28c777xT7P3s7e2xt7d/UssRf1H58uXp1q3bI8XUrl2b2rVrP6EnEkIIIYQQQgghhChI2mII8Q+5desWly9fZt26dTz33HPcuXNHuabT6dDr9fz8889ERkZy9+5dq1iTycT48eM5ceIEkFeJ3LNnT5YtW8YHH3zApUuX/txD6bIgK1VeT/qlyyzw1sfGxtKkSRPc3d2ZMmVKsZXK+bZu3UqVKlWoWLEiX3zxhXLeZDIxevRoXF1dcXR0JDAwEKPR+NBrQgghhBBCCCGEEI9CKpeF+AdcvHiRTp060atXL8aMGYOfnx8qlYp79+6RlJTEhAkTMJvNaDQarl69Sq1atThw4ADNmzdHr9czevRofH198fLyYvHixXz77becOXMGT09PXn/9dbp3787BgwepWLHioz1YYgzYyp+Fv4PWzo4yLm5A3gaL3bt3p3PnzkRGRjJu3DgiIiIYPnx4kfGxsbEEBAQQGhpKs2bN6N27Nw0bNqRmzZosWLCA6OhoTpw4QW5uLp06daJp06YEBgYWe00IIYQQQgghhBDiUUgWSYh/wLPPPsvVq1dRqVRW5/v378+zzz5rVbWq0Wjo168fzZo1w2QycfnyZXr06MGsWbMYNWoUUVFRHDx4EE9PTyBvs77z58/TokULzp8/j5OTU4mf6/DcJTi7OD+eRYpilXFxw9uzLADff/89aWlpLFmyBEdHR0JCQggKCio2uRwWFkbbtm0ZOXIkAMHBwaxfv5558+aRkpLCpk2bqFq1KgD+/v5ER0cDFHtNCCGEEEIIIYQQ4lFIclmIf8iDiWWA1atXExYWVmQ/ZLVazbFjx6hcuTIWi4V27drx6aef4uHhoYzRaDRs376d48ePP1JiWfx97k8sA8TExNC8eXMcHR0BqFu3LhcuXCh2jpiYGPz9/ZXjpk2bMnfuXACWLl1qNTYuLo4BAwY89JoQQgghhBBCCCHEo5DkshBPkR07djB16lSuX79e5JjKlStTqlQpjhw5wtixYwtcb9GiBVOmTOHll19+5Pv7zZwobTH+Blo7O+KWhysJ5vT0dHx9fZXrKpUKtVrNvXv3cHd3L3SOB2NcXV25efNmgXEHDx4kNjaWnTt3PtI1IYQQQgghhBBCiIeRLJIQT5HLly/zwgsvPHScvb09Li4uhV5Tq9Votdo/9wBV6oFb6T8XK0pGl4kuIYqUjDQluazRaApUq2u1WrKzs4tMLj8Ykz/+fllZWQQGBjJr1iylbUpJrgkhhBBCCCGEEEKUhCSXhfiHXLt2DW9vb0qX/r9k7r1793B2dqZMmTLKuT/++IPz589Ts2ZNdDod9vb2qFQqLBYLOp2uQCJZrVYX2nKjRLRO4FTqz8WKP83Dw4PY2FircxkZGdjZ2RUbk5ycXOz44OBgvL29mTRpUoH44q4JIYQQQgghhBBClIQkl4X4h2g0eb9+KSkpAERHR9OkSRMuX75slVwuX748tra2JCQkUKdOHezs7EhPT6dhw4a0bNkST09PfvjhByWhnJycTEBAAAB37txBrVb/zSsTj6pJkyasXbtWOU5ISECv11v10i4s5vjx44wYMQLI+/mpVKmScn3VqlXs3buXqKgobGxsrGKLuyaEEEIIIYQQQghRUpJVEOIf4urqyhdffAGAyWRi/PjxmM1mzpw5YzVuw4YNlCtXjmrVqpGTk8O2bdsAOHPmDN9++y1Llizh0qVLxMfHEx8fT7Nmzfj00085d+5ckYllvV5Penq61Uv8c1q3bk16ejrh4eEAhISE0KFDB9RqNampqZhMpgIxffr0ITIyknPnzpGZmcmKFSvo3LkzkNdLeeLEiXz22Wc4OTmRmZlJTk7OQ68JIYQQQgghhBBCPApJLgvxD3FycmLgwIEABAUFkZGRweLFi1m5ciUAFouFgIAAXFxcrPorh4aGAjB9+nT27duHu7s7+/fvV3ot29jYoNVqqVixYpH3nj9/Pm5ubsqrcuXKT3Cl4mE0Gg1hYWEEBwdTpkwZduzYwQcffACAu7s7586dKxBTr149xo8fT+PGjalUqRJqtZoxY8YAsGLFCvR6PR07dlR+fvz9/R96TQghhBBCCCGEEOJRSFsMIf5h06ZN45NPPuHy5ctUqFCB+fPnc/DgQTZt2sS5c+esWh2cPHmSEydO4O7ujq2tLaNGjeLcuXPMmjWL+Ph4Jk6cWKJ7Tp8+3Wpsenq6JJj/YT169ODy5cucPn2a5s2bK724LRZLkTHvv/8+AQEB3LhxAz8/P6Xncn51e2GKuyaEEEIIIYQQQgjxKKRyWYh/SHJyMr179yYiIgKAqlWr4uDgwPvvv4+/vz+XLl3i6NGjeHl5AZCdnU1gYCCTJk3Czs6Od955h549e6LX6xk/frzSYqMk7O3tcXV1tXqJf1758uXp1q2b1SaPD1O7dm06duxY7OZ/QgghhBBCCCGEEE+CJJeF+AfEx8dTq1YtAI4cOWJ1LTAwED8/P8qWLYuzs7Ny/qOPPsJgMBAcHAzkJYiXLl2Kh4cHgwYN4qeffvrrD6bLgqxUeT3Jly5TebtjY2Np0qQJ7u7uTJkypdgq5Xxbt26lSpUqVKxY0eoDBZPJxOjRo3F1dcXR0ZHAwECMRmOB2LZt2z70HkIIIYQQQgghhBAlIW0xhPgHVK9enWPHjlGrVi1SUlKU81999RWNGzdm8+bNdOjQAX9/f8LDw6lUqRJvvvkmffr0KbRC1d7e/vE8WGIM2MqfhSdNa2eHi52WTu070blzZyIjIxk3bhwREREMHz68yLjY2FgCAgIIDQ2lWbNm9O7dm4YNG1KzZk0WLFhAdHQ0J06cIDc3l06dOtG0aVMCAwMB2LNnD0OHDqVJkyZ/1zKFEEIIIYQQQgjxP06ySEL8Q/Irl81mMwCvvfYaX3/9Ndu3b6dNmzbs27eP/v37U6tWLSZMmMDcuXOpVq0aAEajEb1ebzVfSkoKMTExXLp0CScnpz/1TIfnLsHZxfnhA8VfUsbFjahjP5GWlsaSJUtwdHQkJCSEoKCgYpPLYWFhtG3blpEjRwIQHBzM+vXrmTdvHikpKWzatImqVasC4O/vT3R0NJBXKR8cHExQUBC//PLLk1+gEEIIIYQQQggh/hMkuSzEE5CdnY2jo2OJxh49ehTI21TvwoULlCpVijNnzlC/fn327NnDxx9/TI0aNaxiDAYD6enpAPz2229ERkYydOhQAgIC6NSp05+uTq3vW036L/9NwmNiaN68ufJzUrduXS5cuFBsTExMDP7+/spx06ZNmTt3LgBLly61GhsXF8eAAQMAKF26NCdPnmT79u2SXBZCCCGEEEIIIcRjI8llIZ6AhQsXsnnzZi5evPjQsd26dWP06NHUqVOHihUrsm/fPgYOHMiNGzewt7dn9OjRBWLS0tKUr11dXZk7dy7du3cnKSnpLz33mYTLUrn8hJRxccPbs6xynJ6ejq+vr3KsUqlQq9Xcu3cPd3f3Qud4MMbV1ZWbN28WGHfw4EFiY2PZuXMnQJHzCSGEEEIIIYQQQvwVklwW4gmws7PD29u7RGM1Gg27du2iW7duAHTo0IGKFSuyfv16pf1BvuzsbGrXrl1gDovFQvv27XFxcbE6v27dOtq1a1fi5/abOVF6Lj8hWjs74paHKwlmjUZToFe2VqslOzu7yGTwgzH54++XlZVFYGAgs2bNwtPT8zGvQgghhBBCCCGEEOL/SBZJiCdApVLh7FyyCuBly5ZRqVIlJbkMMG/ePMaNG8eQIUPQarXKeY1GQ2JiIgkJCfj4+BQ7r4+PD0aj8dEevEo9cCv9aDHi4XSZ6BKiSMlIU5LLHh4exMbGWg3LyMgodMPGfB4eHiQnJxc7Pjg4GG9vbyZNmvQYFyCEEEIIIYQQQghRkCSXhXhMPD09yc7OxtbWFr1ej16vR6PJ+xUzm8306tWLr7/+2iomMTGR9957j/3791ud79GjBx999BHTp0+36qVrsViYOnUqDg4O6PX6ApWv+ffKzc1l6tSpyuZuJaZ1AqdSjxYj/pQmTZqwdu1a5TghIQG9Xo+Hh0exMcePH2fEiBEAREdHU6lSJeX6qlWr2Lt3L1FRUdjY2Dy5hxdCCCGEEEIIIYQAJPsgxGNy8+ZNsrKySE1N5fXXXyc4OBij0YjRaGT06NF4eXlZjdfr9fTr14+hQ4fSuHFjkpOTiY+PV66Hh4ezYcMGli9frpyzt7dnwYIFrFu3jtKlS+Pu7o5KpcLNzY0yZcoor549ezJ69GiqV69e6LPq9XrS09OtXuLv1bp1a9LT0wkPDwcgJCSEDh06oFarSU1NxWQyFYjp06cPkZGRnDt3jszMTFasWEHnzp2BvD7LEydO5LPPPsPJyYnMzExycnL+1jUJIYQQQgghhBDiv0WSy0I8BkajkbFjx5KYmAjAjRs3rCpK7927h06nU1oV5ObmEhAQgF6vZ+HChQBERETQsWNHDAYDAJUqVWLz5s1Mnz6dCRMmWLW4mD59OtevX+fFF1/krbfe4u7du6SkpHDixAkaN27Mxo0bi33e+fPn4+bmprwqV678WN8P8XAajYawsDCCg4MpU6YMO3bs4IMPPgDyNuA7d+5cgZh69eoxfvx4GjduTKVKlVCr1YwZMwaAFStWoNfr6dixIy4uLri4uODv7/+3rkkIIYQQQgghhBD/LSqLxWL5px9CiH+7iIgIxo4dy+XLlylbtiy1a9cmJCSEXr16AeDv788LL7zAkiVL+Oyzz6hRowaDBg1i586deHt7YzAYeOaZZ/jggw/o37+/1dz79+/n0qVLjB492up+48aNw2g04uvri9lsxmAwYLFYSE1NpWLFivzwww+UL1++0OfNb9uRLz09PS/BPOVt8Cg8RvwFWalw8QinF66iYdUaVpeSkpI4ffo0zZs3p3TpkvW7vnDhAjdu3MDPz6/YHs1CCCGEEEIIIYQQf0Z6ejpubm6kpaXh6upa5DjpuSzEX2Q0Gpk3bx5TpkyhbNmy3Lp1i7i4OF544QVlTGpqKt7e3owePZoPPviAn376iejoaKUv7ueff06FChWUxHJCQgJXr17Fz8+P9u3b0759e6t7duzYkW3btuHu7o6rqyt16tTh+PHjNGjQAIANGzYU2xLB3t6+0H7N4u9Xvnx5q80cS6J27drUrl37CT2REEIIIYQQQgghRMlIclmIv+jChQtYLBYmTpwIwMqVK2nRogXlypVTxty7dw83NzcCAwP54IMPOH36NI0aNQIgMzOTWbNmsWXLFmX8yZMnmTBhAhcvXiz006EOHTrwxx9/4ODgAORVIr/00kvY2tpiMplIT0/n6NGjj74YXVZela14vHSZhZ6OjY1l+PDhxMfHM3LkSBYuXIhKpSp2qq1btzJp0iQMBgOLFy9m0KBBAJhMJoKDg9m4cSNGo5GAgABWr16tbCqZHxsaGsrBgwcf39qEEEIIIYQQQgjxnyXJZSH+orp16xIXF4dGo+HixYusXLmSb775xmrMH3/8gZubG1WrVmXHjh3UqVNHuTZt2jRat26tVDpbLBb8/PyoWrUqU6dOZfXq1QXuefHiRatjrVbLnj17rOb9UxJjwFb+LDwJWjs7yri4Kcd6vZ7u3bvTuXNnIiMjGTduHBEREQwfPrzIOWJjYwkICCA0NJRmzZrRu3dvGjZsSM2aNVmwYAHR0dGcOHGC3NxcOnXqRNOmTQkMDARgz549DB06lCZNmjzxtQohhBBCCCGEEOK/QbJIQjwGGo2G06dP07dvX4YNG0bbtm2Va0lJSSQnJ+Pt7Q1A9+7dlWtvv/02oaGhtGjRgmbNmpGUlMSdO3coV64c1apVY926dYwYMYLGjRsDeS04DAYDWq32oRWuer0ei8WCVqst8ToOz12Cs4vzoyxdlFAZFze8Pcsqx99//z1paWksWbIER0dHQkJCCAoKKja5HBYWRtu2bRk5ciQAwcHBrF+/nnnz5pGSksKmTZuoWrUqkNfnOzo6GoD4+HiCg4MJCgril19+eYKrFEIIIYQQQgghxH+JJJf/gywWC7m5udja2io9f4tiNpsxmUzY2tr+TU9XvG+++Qaj0Ujv3r0f+9x6vR47O7uHJm0fFB8fz+uvv86PP/7I6NGjWbJkCQBRUVG0adMGFxcXWrRoQfXq1QvEVqpUiUGDBtGoUSNq1apF9erV8fX1VTZpCwoKYvny5axfvx7IW/8bb7yBVqu1+t65uLjQqVMnq83d9Ho9PXv25OOPPy7xWur7Viu2Sbt4fGJiYmjevDmOjo5AXgX8hQsXHhrj7++vHDdt2pS5c+cCsHTpUquxcXFxDBgwAIDSpUtz8uRJtm/fLsllIYQQQgghhBBCPDaSXH7K3LhxAy8vL6pUqVLgWm5uLhaLhVu3binnDAYDarW6REliABsbGxITE/H19QVArVYrYywWC2az2eqc2WymR48ebN++XRnv5eVFTk4OdnZ2JCQkYGdnZ/W8mZmZdOnShQ0bNlg9g4+PD+XLly+0kjY1NRVXV1eOHDlS7DpCQkIYOnRosWPyHT16lJdffpnmzZtjNBqZMGECM2fOxNbWltzcXM6dO0diYiJly+ZVk9atW5dbt25hMpnQaDSoVCrMZjN6vR69Xq/Mu2HDBhYsWEBsbCyQ9305duwYY8eO5cMPP1TG1a1bF51Ox5w5cxg9enShz7h06VKys7P56aefALhz5w6Ojo44O+dVD2dmZlq9t7179y40sT516lTi4uKU79OfdSbhslQuPwEPVi1D3q6r+b+HACqVCrVazb1793B3dy90ngdjXF1duXnzZoFxBw8eJDY2lp07dwIUOZ8QQgghhBBCCCHEXyHJ5adMfoVwfHy81UZcAKdOnaJPnz5W50aPHs2mTZuwtbVVKm6zs7MxGo1KBarFYkGv17Np0yZ69+5NlSpVyMnJwd7e3qpKt2/fvlSvXp0FCxZY3cNgMChf29nZERcXR2hoKL/99pty3ytXrihjIiIiCk0S29vbYzKZMBqNBa6ZTCZlc7p88+bNY8mSJbi4uKBSqdDr9aSkpHDr1i3mzZuH2WzG3t4eo9FIWloa8fHxyiZ64eHhPPvsszRo0IDIyEh0Oh2urq4MHjyYN954g/Xr1xMVFaUkliGv0hPgjTfeIDU1lcjISEwmE2q1mvT0dDw8PLh79y729vaUKlVKiatduzafffYZr7/+OjNnzlTed41Gg4ODA/379y+yNYW9vT2RkZFK24uXXnqJXr16KW0Ptm7dyrJlywqNvd/rr7/O0qVLsVgsj1x5fT+/mROl5/IToLWzI255uFWCWaPRYG9vbz1OqyU7O7vIZPCDMfnj75eVlUVgYCCzZs3C09PzMa5CCCGEEEIIIYQQwppkkZ4y+YnB8uXLF7hmNBqtkpqQ14M1LCxMOd67dy8vv/wyq1evZsSIEUXe48Fk5969e9m9ezfXr18vMP7+lhj5Vc0HDhxgzJgxQF7C+f6N5FJTU+nSpUuBeUwmE2+//TYVKlQocC0qKoqvvvrK6tyMGTOYMWMGAJcvX6ZTp06cOHGCRo0acfbsWXr16sX+/futKjkBNm7cyMSJE6lZsyYA3t7evPjii2zZsoUrV67QsmVLcnJyOHToUIHnuHDhAlu2bOH777/n0KFDjB07lp9//hlbW1tMJpOS6H4w8T9gwACee+45fvvtN8LCwpSWIzqdjrlz56LVajGZTHh7e/PWW28pcQ+rOAcK3AtgwoQJrFy5ssD5Bzf/+/bbb+ncufND76GoUg/cSpd8vHg4XSa6hChSMtKsksseHh5K9Xu+jIwMq9YmD/Lw8CA5ObnY8cHBwXh7ezNp0qTHtAAhhBBCCCGEEEKIwkly+SmTX9WblJRUaOVyr169iowLCQkhJCQEvV5P+/bt+eSTT1CpVAwdOrRAheT97t69y8iRIylVqhSlSpXi2LFjtGjRosgK2JycHH755RerZPD9SbKIiAh+/PHHAnFBQUHExMQQExNT6LwBAQGFnj9//jzdunUjPT3dqiXGvXv3aNq0KUuWLGHQoEFoNBpycnJYtmwZERERfPzxx1StWpUyZcrQqlUrDhw4gL+/P7t27cLOzo5FixYxc+ZMpQVFVFQU/fr1Y/Xq1TRt2pTMzEzMZjMTJkxg+fLlQMFksMViwWKxYGNjQ506dYiLi6NGjRrY2tqSlpaG2WxWEu9ms9mqUhrykvUDBw5Ukv1Xr14lOjpaqVZOT09XNmi7n42NDTNmzGD27NmFvmcApUqVevRe2VoncCr1aDHiT2nSpAlr165VjhMSEtDr9Xh4eBQbc/z4ceWDo+joaCpVqqRcX7VqFXv37iUqKqpEH1wIIYQQQgghhBBC/BWSXH7K5Leg8PLyKnDNaDRa9UOGvOTmtm3bePfddzEajWzevFlJQGu1WmbPns2sWbOYOHEiY8aMwcnJySper9fTr18/atWqxYULFzAYDAQGBvLCCy+wdu3aQhNU+/fvx8vLq8hWD/B/PZ4B+vTpQ2JiIqVKlSo25qeffiI0NJRXXnmFN998k/T0dFasWMEnn3yCjY0N33zzDS+++KJVTHR0NP3792fixImEhIQQGBjI559/zhdffEFCQgK9evXC19eXb775hu3bt+Ps7MzevXspV64cU6dO5erVq9SuXRuA4cOHk5iYyNixY3n11VdxdXXF29ubTz/9tMg+z2fPnqVx48ao1WpefvllvvjiC6Vies+ePdSsWZOxY8cWuWaLxfLQthgfffRRgbgHfw6KUlSC8cE+0unp6SWaTzw+rVu3Jj09nfDwcIYPH05ISAgdOnRArVaTmpqKi4tLge9znz59aNmyJePHj8fX15cVK1YwZMgQIK/P8sSJE9m1axdOTk5kZmaiVqsLtJsRQgghhBBCCCGEeFwkufwUMRqNVK5cmZycnCLH5FcTG41Gjh49SmBgIDk5OUybNo033niDtLQ0ZezQoUMJCAjg008/ZdasWaxZs4YLFy4o1azZ2dn07dsXR0dH5syZQ8+ePbG1teWHH36gVatWDBkyhPXr1xdIcPn5+TFz5kw2btyoVBv7+Phw+/ZtypQpoyRa8+VXOC9fvhyLxVLk2lxdXXnttdeU43nz5nHkyBEOHz7MqFGj8Pf3t3oWo9FIo0aNOH/+PF999RXt27cHoEyZMlStWpUvv/ySd955h3r16jF27FhsbGzYvXs3AwYMYNiwYUyaNAkfHx9lvi+//BIHBwdUKhXe3t5cunSJUqVKcfHixQKtN/LVq1cPg8HAhx9+yLlz56yu7dq1i1atWvHOO+/wxhtvULly5QLxJpOpyPfjSZo/fz5z5sz5R+4t8mg0GsLCwhg0aBBTpkzBxsZGadXi7u5OdHQ09evXt4qpV68e48ePp3Hjxmi1WmrUqKG0p1mxYgV6vZ6OHTsq4/38/Apt/yKEEEIIIYQQQgjxOKgsxWX7xN/m7t27VKtWDUdHR6seqvkVpfmbxEFe1anBYODq1at8/fXX9OvXT2l7kZKSgqenJwkJCVaJ04yMDM6ePUvLli0BuHLlCn369KFixYps2bKFX3/9lZdeeknpuXz58mVefPFFOnbsSEREhFIB6+zsTEpKCkePHmXGjBn8/PPPaLVadDodgwcPZsqUKdSvX59NmzYVaHNhb29PWFgYLi4u6HQ6Ro0axeeff67cLywsjIsXLyrjDQYDNjY2qNVqOnTowOzZs60ql3U6HTk5OQU2P/vxxx9Zt24dX3zxBaVKlaJKlSrcvn0bnU5HlSpVuHnzJra2tiQnJ6NSqdi5cyetW7cmLi6OzMxMMjIyaNu2LUeOHMHZ2RknJye8vb1xcHDAYrEo1cT3J+0+/PBDYmNjiYiIAODWrVtUr16dH3/8UUk8Hzt2DBcXF6tnrV69OtnZ2cr3/M6dOzg6OiqtOrKzs6ldu3aBBOGoUaMICwsrtvWByWRi3759StL9foVVLleuXBmmvA0eBft9i78gKxUuHuH0wlU0rFqjwOWkpCROnz5N8+bNKV26ZP2uL1y4wI0bN/Dz8yu2R7MQQgghhBBCCCHEn5Geno6bmxtpaWlWeckHSeXyU6J06dKkpqYCeRWIdevWpU2bNkybNk1pb1GYIUOG8M477zB//nwl0ahWq6levboyxmQyce3aNSWx/NNPP+Hv78/w4cNZvHhxoS0WqlWrxrfffoufnx+vvvoqHTp0sLpes2ZNfv/9d6tzjRo1YuPGjYSEhGAwGPD397fqH2tjY8Py5cvRaDSYzWZycnJYsGABAFlZWQUSpQ/2C74/iQ55lcu+vr4cPXrUaq3vvfcerVu3Zu3ataxatYpx48ZZzfPNN9/wzDPPMH36dI4fP06rVq0A+Oyzz4iJiVGqqxcsWIDFYqFJkyZMmzYNoNjK63wGg4EBAwbQr18/GjRowKeffkqLFi0YOHAgO3futFpnSkoK0dHRSmV0Sdti3Llzh/fff5/p06cX+RzTp08vdGNIyEv0F9eHW/x9ypcvT7du3R4ppnbt2ko7FyGEEEIIIYQQQoh/iiSXnzIGg4F58+YpFb0Ay5YtIzw8HJPJRG5uLt27d+fTTz9Vrtvb29O/f38iIyMLzJeamoq7u7tVIrF58+bs2LGDNm3aFPssDRs2JC4ujooVK1qdj4qKYuHChfTs2dPqfN++falRowZbt26lR48eBeZr27YtdevWRaPRYDAYiI2NVZLW2dnZ3Lt3r8B7YbFYlCTzli1bCvRchryEr06nw9bWFo1Gw549ewDYvn07arW6QJ9njUaDyWTC3t7e6j0ICQkB/q/6e+PGjZQqVQr4vwpynU5X7HuWlpZG3759uXv3Lrt27QLyel9/9dVXNGjQgBkzZij3uXbtGhaLhSpVqhQ7Z2HrPXnyJKNGjSp23Pz58x9pXgB0WXmVtuLx0WVaHcbGxjJ8+HDi4+MZOXIkCxcuLHLzzHxbt25l0qRJGAwGFi9ezKBBg4C8D1OCg4PZuHEjRqORgIAAVq9erWwGGhoayty5c3FyciIsLIx27do9mTUKIYQQQgghhBDiP0mSy0+ZDRs2cPfuXWbPnk3dunUBePPNN4usXIaiN2273/3JKxsbm4cmlvM9mFg2mUy4uLhQu3btAs+Uk5NDcHAwq1evxt/f36ry+Ouvv+b27dtKewez2YzBYGDfvn1AXsI0NzeXK1euKO08wsLCmDNnDra2tqhUKlq1akWFChWUNgD57SRsbGzIzs7ms88+K1ABGhcXx7JlywC4dOkSzzzzDLm5uej1eiwWS4GkXn67EYDIyEhu3LhBXFwc7733XpFVy5mZmezcuZPY2FgGDhyIp6cnX3zxhdV/GfD19WXNmjW4ubkp57Zv30779u2tvn8Wi8XqPiaTqcAz7t+/n/T0dPz8/Ap9nr8kMQZs5c/C46a1s6OMixt6vZ7u3bvTuXNnIiMjGTduHBEREQwfPrzI2NjYWAICAggNDaVZs2b07t2bhg0bUrNmTRYsWEB0dDQnTpwgNzeXTp060bRpUwIDA9mzZw+TJ08mMjIST09PhgwZwsmTJ0vcekMIIYQQQgghhBDiYSSL9BS5evWqkgw6c+YMtWrVoly5crRs2ZLY2FirPry3b9/mueeeo2zZslgsFjZv3szmzZuLnPth7Rz0en2JNpczGo3UqFFDqb5NT0/HYDDQtm1bKlasSHh4OL1796ZZs2bMmTOH7t27A9CxY0fatGmjtMnIzMzEx8eHEydOAHnJ5qysLBwdHZV7jR49mtGjR2M0Gpk6dSq5ubksX74cGxsbdDodc+bM4dChQ2zatKnQDfcyMjKoV68e3bt357nnniMiIkLZ0NBkMpGRkaEkgLOysvD29ubevXvY29tTr149Dh8+zDPPPEPPnj3x9vYmNzeX48eP8/333+Pk5ATAvXv36Nq1K5UrV2bEiBGMHDmSdu3acejQIWrUqIGHh4dyvwYNGnD79m1u3bpF6dKlWbFiBQsXLizw/ubm5gKwcuVKVq1aZZVE1uv1vPXWW4wePVp5hsfp8NwlOLs4P/Z5/+vKuLjh7VmW7du3k5aWxpIlS3B0dCQkJISgoKBik8thYWG0bdtWaZUSHBzM+vXrmTdvHikpKWzatImqVasC4O/vT3R0NACrV69m6NChyv8w6NmzJ9u2bVPmEUIIIYQQQgghhPirJLn8lMjOzqZdu3b06tWLfv360a9fP4YOHcoXX3zBvn376NixI6mpqUpbBhcXF5KTkwHIzc1lwIABxbbFyE9YFiU3N/ehLR+AAgnoS5cu4ejoSNeuXZk8eTIqlYrt27cTEhLCrVu3AFi7di1r1661quQ1m82oVCqrXs4Wi4W0tDTmzp1L165dsVgsmM1matWqxZUrVyhXrhybNm3CYDDg6elJ6dKlsbOzo169enzzzTcFqrEvX77MTz/9hJeXF126dGH9+vXcvXuXjz/+mI8++oiAgAC2bt2Kvb290jagZs2a1KxZE4vForQWuP/5hg0bhoODA/PmzVPejyZNmrBo0SLs7e156aWXWLNmDWvWrOHXX3/lzp07VhvnQV6/5Hv37tGrV68C7UPeeecdpVq8Tp06TJ8+nT59+ijXw8PDuXHjhtID+nGr71ut2Cbt4q+JiYmhefPmyocodevW5cKFCw+N8ff3V46bNm3K3LlzAVi6dKnV2Li4OAYMGKDEDR482CruyJEjklwWQgghhBBCCCHEY6OylGSHMvG3+O233/D19S2Q1HyYtLQ0TCaT1eZ5f5eLFy/SvHlz4uLiitw8Ll/Xrl2ZMmUKbdu2BSAxMREfHx8yMzMLrcJ94403MJlMdO7cGQcHB3x8fPD19SU4OBhXV1el3cWBAwdo06aNVXuJNm3akJKSgqurq9JGI59Op+P69eusX79eeRbIa4lhY2ODWq1m3LhxuLq6Mm/ePHr06MGYMWPo0qULRqPxkb8/BoOBOXPmkJOTw6JFi5TntFgsGAyGAs+Xz2QyFUhyJycn07p1a7777rtCq7X/rPwdQA+fiZLK5ccov2I536RJk9DpdISGhirnPD09uXTpEu7u7oXO0ahRI6ZNm0a/fv0AOH/+PIMHDyYmJsZq3MGDB+nevTsJCQnKhy+7d++mSZMmAHz77besWbOGHTt2PO5lCiGEEEIIIYQQ4n9Mfq4oLS2t2EJEqVx+itSoUeNPxd3fx/dJe/bZZ/njjz9wcHAA4O7du9jY2NC8eXOys7PRarXY2NiQk5OjbBwIeYnz/KrNfPlz5P/7oHfffZeBAweSkZHBzZs3iY2NxcnJCYPBQE5ODtu3bwfyqr579erFmjVrlFh7e3tUKhU2NjYYjUareU0mE05OTlaJZYC33nqL77//HrVaTXJyslKFnZiYyLlz53ByciIjI4OyZcty8uTJEr9nH330EbGxsURGRlolwK9evUqtWrWsNlt88DlDQkIYO3ascs7T05OVK1fSrVs3jh07VmRC8s/ymzlRei4/Rlo7O+KWhysJZo1GU+D7rdVqyc7OLvJ7+WBM/vj7ZWVlERgYyKxZs/D09CxxnBBCCCGEEEIIIcRfIVkk8UguXryofL18+XK++eYbvvvuO+zt7Xn33Xe5dOkSX3zxRYFNBiMiIkhOTqZChQpAXpL0+PHjQNEbElaqVIkffviBe/fu4e7ujlarZd68eVy4cIFNmzYVW0VsMpkYPXo0DRs2LHDt1q1bTJ48ucD5pUuXKm0GZs+ejUajYcaMGXTp0oVp06bRpk0btm/fzqJFi0rwTuU5d+4cn3/+OceOHUOr1Vpdq1KlCjk5OSWeK1+HDh2YMmUKb7zxRrF9tv+UKvXATTZ8eyx0megSokjJSFOSyx4eHsTGxloNy8jIKLJ6PT8mvwVOUeODg4Px9vZm0qRJjxQnhBBCCCGEEEII8VdIcln8KStWrGDixIn4+PjQqFEj5fyFCxdITk5m6dKl1KtXD8jb9C48PJxr165Rrlw5NmzYwLp165SYLVu24OLiQpcuXZRzOTk5/PDDD/To0UNJSF+7do1Vq1axf/9+APr06cPAgQMZNGhQgecLCAggMTGR3bt3F/r8QUFBBc598sknTJ06FS8vL27evImdnR2RkZEkJiYyfPhwpXVHnTp1Svw+ffjhh7z33ntWGxVCXvLbZDI9NNlnNpsxm80FkujDhw9n1apVxMfHU7169RI/z0NpncCp1OObT1hp0qQJa9euVY4TEhLQ6/XFtrRp0qQJx48fZ8SIEQBER0dTqVIl5fqqVavYu3cvUVFRVh/U5Me1b9++0DghhBBCCCGEEEKIv6rwklEhihAbG0u3bt2IiIjA19eXy5cvExsbq7zMZjMvvfQSTZs2pW7duiQmJjJ27FhGjBhB2bJ51ZvHjx/nxRdfVOZ0c3MjICCA8+fPK+eOHTtG//79GTNmDDqdjpycHAYOHMjChQupVasWOTk5DB8+nBEjRvDTTz8pcWPHjqVhw4asX7+eU6dOFfnau3cvTZs2ZcqUKUrszZs3qVGjBsOGDaNixYq0aNGCYcOGUalSJbp06cKwYcMYNmwYjRs35uDBgyV6v3788UerzdjybdmyRWndUdxLrVYzY8aMQufu378/3377bYme40F6vZ709HSrl3jyWrduTXp6OuHh4QCEhITQoUMH1Go1qampBTbMhLwPUSIjIzl37hyZmZmsWLGCzp07A3l9lidOnMhnn32Gk5MTmZmZSjV83759WbVqFTdu3OD27dt8+umnSpwQQgghhBBCCCHE4yCVy6LE0tLS6Nu3Lz179iQ0NJRq1apRqlQpqzF6vZ6PPvqIy5cvc/ToUfbu3cvZs2fp0qUL3bp1Y8OGDWzbto1t27YpMZ06deKdd96hV69enDx5klKlStGhQwfOnj3LwIEDiYqK4rvvvuPEiRNcvXqV999/Hw8PD0qXLk2PHj3o27cvp06domLFiqxcuRKA8PBw0tLSilyLSqVi/PjxVueCg4Px9/dn6tSpuLu78/7772Nra8s333zDiy++SLNmzbhy5QohISFkZGQU6Nn8IJ1Oh1arRa1WF7j28ssvk5KSgp2dHWlpaVSuXJmrV6/i7u5OmTJlOHv2LBUrVsRkMhXZ+qNKlSr88ssvxT5DUebPn8+cOXP+VKz48zQaDWFhYQwaNIgpU6ZgY2PDoUOHAHB3dyc6Opr69etbxdSrV4/x48fTuHFjtFotNWrUYMyYMUDe/yDQ6/V07NhRGe/n58ehQ4fo3r07W7ZsUXq5t2/fnt69e/8t6xRCCCGEEEIIIcR/g8pisVj+6YcQ/x45OTk4ODhw/fp12rRpQ3x8vNX1jIwM1Gq10gbCYDBw584dPD09GTVqFN999x2enp6cP3+elJQUPD09yf8R7NWrF7a2tmzZskWZLy0tDYvFgqOjI1u2bKFq1arEx8crCbOEhAR8fHxo2rSpVRK3Zs2ajBo1imrVqgHw6quvsmbNGrRaLRkZGYwaNcqq33FkZCRbtmxhz549ZGVlUatWLWW+xMREypQpg5OTk1J9vXjxYho0aPDQ96tatWpcvny52DHXr1+ncuXK5OTkoNVq0Wq1xMfH4+XlVWxcWFgYt27d4t13333oczxIr9ej1+uV4/T0dCpXrgxT3gaP8o88nyhEVipcPMLphatoWNV6s86kpCROnz5N8+bNKV26ZD2uL1y4wI0bN/Dz83uk3sknT54kKysLPz8/VCrVo6xACCGEEEIIIYQQ/1Hp6em4ubmRlpaGq6trkeOkclk8EgcHB+XrxMREfHx8rK7r9XpmzJih9DS2tbVV+ryuXr2aSpUqMXv27ELn/vjjj1m3bh0Wi0VJgq1evZoff/yRXbt2sW3bNtq3b8+hQ4fo0qULZrOZo0ePEhERUWAuGxsbIiIilD7JOTk5LFmyBBsbG4xGY4FNBO3t7WnUqBGtWrUiNjaWsLAwAHbv3s2LL76Is7Mzs2fPJiUlhY8++qjE75erqytXr17F29u7yDHnz5/Hy8urwIZ/D3PixIlCW26UhL29Pfb29n8qVvx15cuXp1u3bo8UU7t2bWrXrv3I92rSpMkjxwghhBBCCCGEEEKUhCSXxSPJyclRqiarVKlSoHI5n9FoRK/XK8ldgHHjxuHn50e/fv0KjSlfvjxvv/22cpybm8vKlSuVRK9Op6NSpUpW/YiLahnRvHlz3N3dlQrqs2fP0rZtW2xtbTEajZQrV85q/Msvv8zLL7+s3Avg0qVLdO3albi4OKVS2mw2F/v+PGjw4MEsXbqUpUuXFjnm66+/tmprUBK3bt3i+++/f6REd4nosvIqbsVfp8uEtExe6dWbm9euM3LkSBYuXPjQ6uGtW7cyadIkDAYDixcvLrBh5datWwkNDbXq+52RkcGECRPYtWsXWq2WSZMmMXbs2CeyLCGEEEIIIYQQQoh8klwWj6RLly7Ex8ejVqvJysrCzs6OihUrKtfT0tJwc3MjNzcXOzs7rly5gtFoZNy4cZw4cYJjx46V+F6ffvoplSpVwt/fH5PJRHR0NM8//3yhY7Ozs5VE8okTJ4iJibFqHWAwGDh48KBSsZybm8uxY8do2bKl1Tz3t4oICQmhS5cuAGzcuJHSpUvzqF1kgoKCaNy4MXv37qVTp04FrsfGxvL555/z448/FjnHV199RYcOHXBzc1PWEhAQwOzZsx+52vmhEmPAVv4sPBYmM6rjMTTo049vtm1n3LhxREREMHz48CJDYmNjCQgIIDQ0lGbNmtG7d28aNmxIzZo1AdizZw9Dhw4tUI08evRobty4wYkTJ7hy5Qp9+vTB0dGRESNGPNElCiGEEEIIIYQQ4r9NskjikRw+fBiAa9euMWjQIGbNmkXHjh2xWCzcuXOH9u3b06NHD+bMmYOtrS1nzpxh9OjRGAwGDhw4YNWjxWAwAHlVzg9WIN+8eZMZM2bw6aefArBy5UoqVKiAr68vZrMZi8WCjY0NOp0Og8FA9erViYqKonz58tSrV489e/ZQpkwZpUq0TJkyHDhwAGdnZywWC9nZ2YX2rX355ZepVKkSffv25dChQ/z4449ER0czefJkbGxsGDdunJJALwlHR0ciIyPp0aMHK1eupHv37sq1M2fO0L17d8aMGUOjRo2U82q1mosXL+Ll5UVycjKvvPIKW7ZsoVu3bmRnZ9OrVy+eeeYZAgMDS/QMj+Lw3CU4uzg/9nn/iw7u/YH3DkWxZvVqHB0dCQkJISgoqNjkclhYGG3btmXkyJFA3iaT69evZ968ecTHxxMcHExQUJDVRo56vZ4vv/yS48eP4+Pjg4+PDyNGjGDHjh2SXBZCCCGEEEIIIcQTJcll8cj27NlDjx490Gq1vPLKKxgMBrRaLe7u7ri4uLB161b279/PoUOH8Pb2pmvXrkyZMqVAlW1+lbBOp8PZ2TqhmZaWRt++fenZsyfLli0jJCSEffv2KXE6nY6GDRsSFBTEt99+S5MmTShfvjzfffcdM2fOxM3Nzar9gEqlokePHla9ltPT0wkMDCQwMJDs7GxatmxJQkICAAMGDCAmJoZKlSpRq1YtevXqxcaNG3nvvfc4cuQI3377bYnfr7p167J//36Sk5OVcytXrmTSpEmMGDGCRYsWKefNZjPNmzenc+fOSu/p7t27KxXUWq2W4cOHF2iVkC81NRWdTkf58n9uU776vtWKbdIuSm7n7U20eOEFpaK+bt26XLhwodiYmJgYqz7aTZs2Ze7cuQCULl2akydPsn37dqvkclpaGgaDwaqvt1qtttrgUgghhBBCCCGEEOJJUFke9f/5i/+8zMxMvvrqK6VK0svLyyqRpdfr+eWXX2jVqtVjud/t27fJysqiatWqj2W+ohw5cgRnZ2fq1q1bZC9ng8FARkYGHh4ef+leOp2OH3/8kVatWhXYWK9q1aqMHTuWCRMmKOcsFgu5ubnK2FGjRtGmTRsGDx4M5PXCdnBwYP369axbt86qH29J5O8AevhMlFQu/wllXNzw9ixrdW7SpEnodDpCQ0OVc56enly6dAl3d/dC52nUqBHTpk1T+pKfP3+ewYMHExMTo4yJiIggIiKCQ4cOAXkfSPj4+DBz5kxGjhxJVlYW9erVY+LEiYwZM+Yxr1QIIYQQQgghhBD/Bfm5orS0tGILEaVyWTwyZ2dnhg4dWuR1e3v7x5ZYBgpsvvektG7d+qFjbG1t/3JiGfIqkGvWrEnlypVxcHAosMnb8uXLWb58uXJsNptxdXUlNjaW+Ph4tm3bxpw5czCZTJhMJkJDQ/n1119p3769VQ/sR+U3c6L0XP4TtHZ2xC0Pt0owazSaAh8caLVasrOzi0wuPxiTP744NjY2fPrppwQEBLB9+3aioqLQ6XQMGTLkL6xICCGEEEIIIYQQ4uEkiyTEP6Ry5crcuXPnkeMmT56MRqPhhRdewGQyMX78eKWf9LfffktcXByLFi3CYDDQv39/qlevXvLJq9QDt9KP/Ez/abpMdAlRpGSkWSWXPTw8iI2NtRqakZFRaK/v+2Pub5/ysPH5OnbsyNWrV7l06RJdunRh8uTJ0t5ECCGEEEIIIYQQT5wkl4V4CqjVap555pkCfXLv3btH165dWbt2LZC34du1a9dITExUko5Xrlxh7ty5fPzxx/z00084Ozvj5eWF0WjEwcHh0R5E6wROpR7Hkv7zmjRponzfABISEtDr9cVWvjdp0oTjx48rG/FFR0dTqVKlEt1Pq9Vy6dIlVCoVb7755l96diGEEEIIIYQQQoiSkOSyEE8Be3t73n77bVxcXKzO79mzx6plRs2aNTEYDDzzzDPY2tqi0WiYOHEiffr0YfDgwWRnZ5Obm1vkhn/59Hq9sqEi5PXREY9X69atSU9PJzw8nOHDhxMSEkKHDh1Qq9Wkpqbi4uJS4MOEPn360LJlS8aPH4+vry8rVqwocXsLs9nM7Nmzee+995RNBIUQQgghhBBCCCGeJEkuC/EUWLp0KVlZWWRlZVmdr1evHs8++6xy3KpVK86ePUuXLl2YNm0abdq0AWDkyJEAZGdnF7kZ4f3mz5/PnDlzHt8CRAEajYawsDAGDRrElClTsLGxUTbhc3d3Jzo6mvr161vF1KtXj/Hjx9O4cWO0Wi01atQo8aZ8n3/+OWq1mmHDhj3ehQghhBBCCCGEEEIUQWWxWCz/9EMI8V/1+uuvc+zYsRKN7dWrF3PnziU3N5devXrx1ltv0bx5c9555x22bNkCQGZmJkajkVKlSmEymWjUqBG7du0qMFdhlcuVK1eGKW+DR/nHs7j/iqxUuHiE0wtX0bBqjQKXk5KSOH36NM2bN6d06ZL1s75w4QI3btzAz8+vRD2XhRBCCCGEEEIIIR6n9PR03NzcSEtLK3ZfJ6lcFuIfdOvWLWbMmMHAgQOLHffhhx/y+++/c+HCBTp27EhqairR0dGoVCq+/PJL+vbti42NDePGjePs2bN89dVXuLi4YGtrW+h89vb22NvbP4kliQeUL1+ebt26PVJM7dq1qV279hN6IiGEEEIIIYQQQojHQ5LLQvyDbGxslK9btGhBeno6Wq0WgNTUVJ5//nm2bdumjK1Tpw63bt0q0BYD4O7du1y4cIEXX3yRffv28c477zz6A+my8ipxRUF3bsPObXDvD6jfCNp3ApUKdJlFhmzdupVJkyZhMBhYvHhxgV7YW7duJTQ0lIMHDxaIzc7Opk6dOixatIg+ffo89uUIIYQQQgghhBBC/FWSXBbiKeHi4sK6deuoVasWANu3b2fTpk1FjjeZTIwfP55BgwbRvHlzpk+fTs+ePZk+fTotW7akX79+PPPMM4/2EIkxYCt/FgowmWHvT1CuNPg1hJhfYfc98KkIgNbOjjIublYhsbGxBAQEEBoaSrNmzejduzcNGzakZs2aQN5mjUOHDqVJkyaF3nL27NlUr15dEstCCCGEEEIIIYR4akkWSYh/kNlsVr6uWLEiQ4YMsbqeX5lsNptRqVTKeb1ez+jRo/H19cXLy4vFixfz7bffcubMGTw9PXn99dfp3r07Bw8epGLFiiV+nsNzl+Ds4vzXFvU/6ODeH5h78DTf7fwOBwcHLl28yIJZc1i3cBUAZVzc8PYsaxUTFhZG27Ztlc0Wg4ODWb9+PfPmzSM+Pp7g4GCCgoL45ZdfCtwvJiaG0NBQoqKinvzihBBCCCGEEEIIIf4kSS4L8Zjl5uby3Xff0bNnT6uEcGHu31QvPDy80DGhoaGEh4fz/vvvA3kVy/Hx8XTv3p05c+YwatQooqKiOHjwIJ6engDMnz+f8+fP06JFC86fP4+Tk1OJnr2+b7Vim7T/V+28vYmWLVrQ8rm6ADTwrc6YV4YVuoFfvpiYGPz9/ZXjpk2bMnfuXABKly7NyZMn2b59e4HkssViYdSoUbRo0YLjx4+j0+moV6/eE1iVEEIIIYQQQgghxF8jyWUhHjOVSsWcOXNIS0tj6NChxY7ds2cPAMuWLWPGjBlkZmayaNEiPv30U3799VcAAgMDGTNmjJKoVqvVdOzYEZ1OR5kyZWjdujXbt2+nWrVqyrwajYbt27dz/PjxEieWAc4kXP7PVy4XVoWcnp6Or6+vcqxSqVCr1dy7dw93d/dC53kwxtXVlZs3bwIUGQOwefNmfvnlFwYPHkxcXBxvv/02EyZMYMqUKX9lWUIIIYQQQgghhBCPnSSXhfiL3NzccHV1Ra1WYzabsbGxQafTMWXKFGbNmqWMy8nJwd7enqtXrxaYw9PTExcXFyCv97Kb2//177Wzs7Mae+jQIY4cOcKxY8cwGo0EBwczefJkVCoVubm5vPLKK0RHR2NjY0O7du3w8/Mr8Vr8Zk78z/dc1trZEbc83CrBrNFosLe3tx6n1ZKdnV1kovjBmPzxD7NmzRr69evHxo0bAXjppZdo164db7zxhvIzIoQQQgghhBBCCPE0+G9nkYR4DNLS0gD4/fff6dKlCwcPHqRSpUoAjB49mmrVqjF58uQCcQaDAZVKhUajwdHRUUkia7VabG1tlXHx8fFUr14dgKioKEaOHMk333xDuXLlGDNmDNu3b8dsNuPt7U1gYCDLli1TYm1sbB5tMVXqgVvpR4v5X6LLRJcQRUpGmlVy2cPDg9jYWKuhGRkZBRL/9/Pw8CA5ObnE4/Ndv36dYcOGKccNGzYkNzeXa9euUbt27UdYjBBCCCGEEEIIIcSTJcllIR6TqlWrMmDAANavX8+0adMwGo1s2bKFQ4cOFRhrNBqpUaMGS5YsoXfv3qhUqkL7M6elpVGrVi2++OIL+vXrh6OjIxERERiNRqZPn85HH33EqlWr0Gg0XL9+/a8vQusETqX++jz/Y5o0acLatWuV44SEBPR6PR4eHsXGHD9+nBEjRgAQHR2tfOhQHC8vL3JycpTjxMREVCoVFSpU+AsrEEIIIYQQQgghhHj8JLksxF9048YNvL29adCggXJu69atAPj4+DBs2DD0ej23bt0iJSUFyGuZ0Lx5czZs2EDv3r2LnPvw4cPY29srG8PVqlULgG7dutGyZUv8/f25fv06JpOJZ599lubNm3PkyBHlPrm5uVy/fp3Spa2rkfV6vdVmgunp6Y/hnfjf1bp1a9LT0wkPD2f48OGEhITQoUMH1Go1qampuLi4oFarrWL69OlDy5YtGT9+PL6+vqxYsYIhQ4Y89F6DBg3igw8+oEGDBri7uzNu3Dj8/f2L7dMshBBCCCGEEEII8U+Q5LIQf5G9vT0ODg6cOnUKgCVLltCuXTs0Gg3r169nxowZ3L59mzZt2ljFDRkyhL59+/4/9u40vKbrffj49+ScJCeReShNkMQ8VQghqhVqpjFEjKGoGGpKzdWWooaitGgMFcMPJS2tqVVU1UxFEFJDi5hpg8yRk5zheZEn++9IQmio4f5c175q77XutdfaJS9uy72Ushr52bFjB+3bt8fO7v8O2VuxYgVbtmxh3bp1tGvXDldXV1auXEnPnj1JTExk/vz5rFq1itjYWD7//PM8tYIBpk2bxsSJE4vmA7wENBoNkZGRdO3alVGjRmFhYaHsSHd2dubYsWPUqFHDLMbX15fw8HBq166NVqulfPnyDBw48KHvCgsL49atW3Ts2JGEhATefPNNlixZ8gRWJYQQQgghhBBCCPHvPGJBViFEQfR6PUOHDmXr1q34+PhQoUIFbG1t8fX1JTo6Ok//Zs2aYW1tzfr16/MdLzMzk2+++YYePXooz/bv389HH32EWq3GxsaGcuXK4ezszKhRo3Bzc6NMmTLY2NgoJTa0Wm2+5TbGjh1LcnKycl25cqWIvsKLq02bNpw/f57//e9/nD59Wql/bDKZ8iSWc02ZMoVjx46xbt06Dhw4gI2NjVl7r1698pRNUalUjB07lkuXLpGRkcG2bdsoUaLEk1iSEEIIIYQQQgghxL8iyWUhikh0dDSJiYlcvHiR+vXr4+fnx9q1a5kwYQIVKlTI09/KyopWrVrx7bff5jved999h5WVFU2aNFGenTlzhrlz56LR5Pyjg5o1ayolLxwcHGjbtm2h5mptbY2Dg4PZJR6uRIkStG7dOk+ZkQepUqUKTZs2LdRhfkIIIYQQQgghhBDPEymLIUQRqVevHgEBAVhZWZGdnQ3kJCPr16+PyWTKN2bChAk4ODjw+++/52lr2bIlnp6eZrV8cw+Hy/XHH38AOWUbUlNTi2op4gk4d+4cqampVK9ePU99ZiGEEEIIIYQQQojnkSSXhXjCCkosA1SsWLHANnd3dxo3bvzQ8W/fvo3JZGL58uVcuXKFcePGPdY8AchMh/Skx49/nvzzN2xeD4l3oEYtaNwMdOkPDFm3bh0jRowgOzubWbNm0bVr1zztERER/Pbbb8ozo9FI586d2b9/P5aWltja2rJ7925eeeWVJ7IsIYQQQgghhBBCiKdFkstC/Ev3Jo+zsrKoWLEi1apVA8DNzQ0Ag8FgVvs4IyMDk8mEra1tvjWR76XX60lJScHFxUV5ZjQaOXPmDP7+/jg6OtKyZUv+/PNPatasyT///MP169cfb3fspViwfAl+LBiMsP0AFHeFQD+IPQNbE8HbA62VFW72jnlC4uLiCA0NJSIigrp16xIcHIyfn5/yFwTbtm2jZ8+e+Pv7m8WtWLGCmzdvcunSJdRqNU2bNmX+/PlMmDDhaaxUCCGEEEIIIYQQ4ol5CbJIQjxZOp1O+bW1tTVxcXFm7StWrOCrr76iV69eyrOvv/6aYcOGYWFhYZZczq2lfO+vDQYDarUavV6v3GdnZ1OqVCni4uLw8vIye1/fvn355ZdfWLx48SOvZfek2djZ2z1y3PPmt+2/MOm3GLZs3oKNjQ1/nj7NYia5JAABAABJREFUZ59MZOmM+bjZO1LaPe+u4sjISBo1akRYWBgAgwcPZuXKlUyePJlz584xePBgBg0axOHDh83iihcvzrx587C0tATA19eX27dvP/lFCiGEEEIIIYQQQjxhcqCfEP9SyZIlSUtL49ChQ6Sn5y2r0L59e/bu3cunn36qPBswYAB3796la9eu7NixA71er1w6nY433nhDeW40Grlz544Sq1arMZlMFCtWLE9iGWDRokVcvHiRpk2bPpkFP4fc7B3xK1NeudL+TqD+669Tv2p1/MqUp3OrIC5fiMevTPl8E8sAsbGxvPXWW8p9nTp1iImJAcDV1ZXo6GiqVKmSJ65ly5bUqFEDgIsXL7J27VratWtX5GsUQgghhBBCCCGEeNpk57J45plMJgwGA5mZmaSkpHDnzh2l9MNff/1FTEwMfn5+TJo0SYlZvnw5c+fO5ejRo//q3SVLlmTr1q1KmYsHeffdd3n33XcZOXKk2fMpU6Zw+fJlVq9erTyztrYmJSWFtWvXKvM2Go0kJSWh1Wrp3Lkzv/76KwEBAeh0Oiws/u/vga5evUq1atVISkoCcuo229jYmO16Pnv2LBs3bjRLhhZG4PjhL2RZDK2VFWfnLFMSxykpKfj4+CjtKpUKtVpNYmIizs7O+Y5xf4yDgwPXr18HKDDmXuPHj+ezzz7j3XffLVQtbSGEEEIIIYQQQohn3YuXRRIvlKysLHx8fEhISMDe3h4HBweysrLQ6XS0bNmSEiVK0KhRI0qVKmUWZ2Njg729vXK/atUqevfuTbFixTAYDGi1WhISEsxiMjMzsbS0NKtVrNVq0Wq1eeakVqvN+h09epQbN24wYMCAPGvQarU4OTmZPWvZsiW///47JpOJwMBA0tPT+eqrrxg3bhwajUYplbF27VqMRiMdO3ZkypQpytpyy29Uq1Ytz/zufe8j8/IFR9dHj3uWZaaRGX+UW6nJSnJZo9FgbW1t1k2r1ZKRkVFgovj+mNz+hTV69GgqVarEoEGDaN26NUFBQY+xGCGEEEIIIYQQQohnhySXxTPNysqKy5cvmyVyIyMjWbVqFStXrszT32AwYDQaUavVqFQqTCYT2dnZaLVaWrZsyaZNmzhy5Ajt27fPE+vl5UV6errZDuDU1FT8/PyUncMmk4msrCy++eYbgoODlX4zZsygR48e2NnlX6/43p3HAFu3bqV3795UrlyZ0aNHK8+7devGypUrCQoKwsnJiVWrVtGsWTNeeSUnKbpt2zbS0tJQqVS0a9eOLVu2YDQamThxIg4ODso4I0aMMDtosNC0xaCY06PHPWdcXFzy1MZOTU3FysrqgTH3/oXEw/rfz87Ojm7dunH27FmWLl0qyWUhhBBCCCGEEEI896TmsnjmZWVlkZ2dXWC70WhUah3/8MMPlChRgrCwMA4dOkTp0qUJDQ1Vks257k1W5/r7779JS0sjKSlJucqXL8+JEyeU++TkZO7evWuWWI6NjWXdunW4uLjw/vvvY2dnh5OTk3J99tlnLF68GEdHRyWpnZWVxU8//USdOnV47bXXlLG+//57BgwYwPnz5zEajaxbt47mzZuTnJwMwJo1azh+/DgAnTt35rvvvqN9+/Zs376ddevWKVe9evVwdS14B7JOpyMlJcXsepn4+/tz8OBB5T4+Ph6dToeLi0uhY44dO4anp+dD3zVmzBh+++035d7Kyirf339CCCGEEEIIIYQQzxtJLotnXvPmzXF1dcXNzQ03NzeGDRvG/v37lXtXV1dcXV3R6XR07NiR27dv89ZbbxEQEMCVK1dYu3YtJpOpUAm9zMxMDAZDoedmMBgYMGAA7u7uQM4O5sTERLME9QcffEDfvn1JSkpi7dq1ACxevJjXX38dDw8P5bC+mJgYevTowf/+9z9q1aqFhYUF3377LVZWVkyfPh2Aw4cP07BhQwAGDRrEyZMn2bJlC0eOHMlzde/eXUlE32/atGk4Ojoq1/1lRV50DRo0ICUlhWXLlgEwdepUmjRpglqtJikpKd/fAx06dCAqKoqTJ0+SlpbG3Llzad68+UPfVapUKfr378+RI0c4duwYixYtomPHjkW+JiGEEEIIIYQQQoinTZLL4pm3Z88eUlJSuHXrFrdu3eKLL76gfv36yn1iYiKZmZlKPdyMjAx27NhBZmYm33zzDQDZ2dmFKmEwYsQIvL29cXBwoFq1amg0Gt5++22qVq2KSqXi119/Nes/depUtFotPXr0AHJ2pV66dCnf2ssqlUopubFy5Up27txJYGAgf//9N97e3ty4cYOvv/6aVatWkZ2dTWJiIrVr1+aLL75g8uTJJCUlYWlpSc2aNQHw8PDgn3/+Yd26dbRr147Bgwfz5ZdfUq1aNY4cOYKbmxtZWVn5rnPs2LEkJycr15UrVwr5f+PFoNFoiIyMZPDgwbi5ubFx40Ylge/s7MzJkyfzxPj6+hIeHk7t2rXx9PRErVYzcODAh75r0KBBtGvXjhYtWvD2228zbNgwOnfuXORrEkIIIYQQQgghhHjapOayeGYZjUYyMzPRarV5ahbnJzMzE41Gw8qVK1GpVOj1esaNG4eFhQVpaWkUK1bsoWNEREQwfvx4atWqxZ49e5QyCT/88AOTJ0+mcePGZv179+7NwIEDmTlzpvKsePHifP/99wQHB9OsWbN83/PTTz/h6OjIxYsXadiwIRcvXgRyajp//PHHHDhwgPT0dG7evIm/vz8WFhY4OTkRGxtLUlKSMo5Op6NNmzbcvn0bKysrrK2tuXXrFrVr1+avv/4qsJyItbV1ngPtXjZt2rTh/PnzxMTEEBAQoJQReVCt6ilTphAaGsq1a9cIDAzM8xcWvXr1olevXmbPVCoVM2bMYMaMGUW+BiGEEEIIIYQQQoj/kiSXxTMrPj6eatWqYWNjY5Zc1ul0ZGZm4ubmZtb/7t27rFmzhqlTp9KjRw/i4uKYNm0aN27c4MqVK5QoUaJQ7y1evDihoaGMGzeOiIgI0tPTGT16NEuWLMnTt2TJknme2dvb079/f9avX19gcvneesjZ2dn8/PPPnDt3jiFDhtCjRw9WrlyJyWTinXfewdLSssC57tmzh+zsbKytrQuVgBfmSpQoQevWrR8ppkqVKlSpUqXQ/c+dO0dqairVq1eXWstCCCGEEEIIIYR4oUhyWTyzypYty927d/M8j4yMZNWqVezatStP2+TJk3n11Vdp2LAhcXFxNG3aFMg5/K5NmzaFfvf48eN5/fXXmTdvHjt27KB9+/YEBgYWOn7cuHEF7gw2mUz07NmTkydPKgfJff/999SrVw/IKaNQqVIl9Ho9f/zxxwPfs2fPHnr37s3t27epVq0aAHq9npiYGL766isGDRpU6DkDkJkO6UmPFvOsy0wzu42Li6N3796cO3eOsLAwZsyYYXbYY37WrVvHiBEjyM7OZtasWXTt2jVPe0REhNnBfUajkc6dO7N//34sLS2xtbVl9+7dvPLKK0W3NiGEEEIIIYQQQoj/kCSXxQulf//+tG/fntOnTyvPUlNT2bFjB7Nnz87T/9atW3l2QAMUK1aMCRMmEBwcjJeXFytXrnykeTyo5IRKpeKtt96iS5culChRgqCgICIjI5X2S5cuodFocHR0JDMz84Hveeutt/jzzz/p0KEDNWrUoFevXoSHh/PFF188emIZ4FIsWL54Pxa0Vla42Tui0+kICgqiefPmREVFMXToUJYvX07v3r0LjI2LiyM0NJSIiAjq1q1LcHAwfn5+VKxYEYBt27bRs2dP/P39zeJWrFjBzZs3uXTpEmq1mqZNmzJ//nwmTJjwJJcqhBBCCCGEEEII8dS8eFkk8cLLyMgocKepu7s77u7uxMXFYTAYAPj4449p2rQpnp6eQE5yN/egu8qVK7N//34qVKgAwM2bN9m9ezerV6/mwoULfPfdd+zYsYPKlSvTsWNHGjVqRMWKFXnllVeUesyQs0vVaDSazSU5OZm//vqLI0eO5CmjkFuX98yZM+j1erKzs9m6dSurVq1i69atzJs3j/Pnz+Pr60tAQAAdO3ZUksVZWVnK2iCnHEhoaChDhw4lIiKCJk2aUK9ePVJTU7G3t3+kb7t70mzs7O0eKeZ54GbvSGn3V9iwYQPJycnMnj0bW1tbpk6dyqBBgx6YXI6MjKRRo0aEhYUBMHjwYFauXMnkyZM5d+4cgwcPZtCgQRw+fNgsrnjx4sybN08pa+Lr68vt27ef3CKFEEIIIYQQQgghnjIp0iqeG+np6dSvX59Ro0ZRuXLlB/bNzMwkMzOTc+fOsX37dr788kulrXTp0gC89tpreHh4UL58eTIyMvD396dChQp8//339OvXjxMnTtCxY0cWLVrEgQMHcHJyYtq0afj5+REVFWX2PpVKlSe5nJWVRfPmzUlNTVUSk/fKTSrrdDo0Gg2rV69Gq9Xy2Wef8c477zBx4kROnTqFn59fnkP8srKy+Oeff6hRowadOnXi6tWrHDt2jFu3bjFgwADWrVtHs2bN2Lhx4yN+5ReLm70jfmXKU9o9pxRFbGwsAQEB2NraAlC9enVOnTr1wDFiY2N56623lPs6deoQExMD5NTOjo6OzrcGc8uWLalRowYAFy9eZO3atbRr164IViWEEEIIIYQQQgjxbJCdy+K5sHDhQpYuXcrYsWOxs7OjUaNGAFSqVIl58+YptZVz9ezZk2+++YZDhw4RFxeHWq0mOTkZJycn9Ho9169fN+tva2vLtm3bcHR0zPfQNS8vLyZMmMCECRMwGo2YTCalbe3atXTt2pUaNWpgMBjQ6/VYWlpibW3NnTt32LZtG9bW1mRlZaFSqZSdrK1bt6ZOnTokJiaiUqlYs2YN586dIzAwEAsLC/r370+ZMmXylPMoVaoUycnJABw/fhyATz75hDJlyihJU71ezyuvvELbtm0f6TsHjh/+QpXF0FpZcXbOMiW5nJKSgo+Pj9KuUqlQq9UkJibi7Oyc7xj3xzg4OCi/fwqKudf48eP57LPPePfdd2ncuPG/WY4QQgghhBBCCCHEM+XFySKJF9IXX3zBwoULSUtLIykpiXHjxpm1X7hwgbCwMFQqFV999RVvv/02AFevXmXv3r1ERkZiMBhQqVTY29ujVqvzTR4DZmUuHsTCwnzDv5eXF23atOG7777DYDAwdOhQNBqNkoBu2LAhJpMJg8HAsGHDCA0NBWD+/Pm0atUKrVbLqFGjUKvVlCtXjs2bN/P9998r42dlZWFlZQXA7Nmz+eCDD7C1tcVkMqHVavn777+xsrKiW7duLF++HIBdu3YxcODAQq3HfDG+4Oj66HHPosw0MuOPcis1WUkuazSaPPWwtVotGRkZBSaK74/J7V9Yo0ePplKlSgwaNIjWrVsTFBT0GIsRQgghhBBCCCGEePZIclk804YNG8awYcOIjIxk1apV7Nq1y6zd29ubyMhImjRpYvb8q6++IjQ0lNKlS1OzZk2mTZtGixYtzPocO3aMmjVr/us51qlTh4ULF7J7927GjBlDx44dlWRydHQ07dq1w2QyodfrzRKLZcuWZefOnVhaWtKrVy9++OEHbG1tyc7OxmAwsGjRIrKysrh79y6JiYnY2dlhaWmpJJFv3rxJ7dq1AZTk873uT4IXirYYFHN63E/xzHNxcSEuLs7sWWpqar7f796YhISEQve/n52dHd26dePs2bMsXbpUkstCCCGEEEIIIYR4YUhyWbxwkpOT+frrr5k6dSqAUqICwGQyMX78eL755hsyMjK4ceNGkbyzVatWtGrVCoDAwEDUajV6vZ5x48bRpEkTjEYjer0erVYL5BzCd+7cOV577TUAVq9erYz1+eefExcXp+xCvlduSY1cGk3OH2GVSsXx48eZMGECkFPjV+Tl7+/P4sWLlfv4+Hh0Ot0Dd637+/tz8OBB+vTpA+T8pUTu4ZAPMmbMGFq0aKGUcLGysipw17wQQgghhBBCCCHE80iSy+K5ERMTo+zUzZVfcnjGjBlKTeJcS5YsYfTo0coO4unTp/P+++//6zm1bNmSuLg4nJ2dOXHiBH379uXo0aNYWVmhUqlwdXUlPDwck8lEdnY2VlZW7N+/n927dxMSEsKYMWMYO3askiQujHXr1rFr1y4MBoNZstLZ2Zlq1aoBOcnmI0eOFDiGTqdDp9Mp9ykpKY+x+udPgwYNSElJYdmyZfTu3ZupU6fSpEkT1Go1SUlJSumUe3Xo0IH69esTHh6Oj48Pc+fOpXv37g99V6lSpejfvz+rV69GrVazaNEiZs6c+aSWJoQQQgghhBBCCPHUSXJZPDdq1aqVb1mMe8XGxrJw4UJCQkLYu3cv8+bN48yZM9SuXZtVq1ZRtWpVpk6dSmxsbJHsIt28eTO3bt1Skt6LFy9m165dnDlzJk/fMmXK0KxZMwBatGjBnj176NevH/3798fNzQ2DwZBnZzKY11wGCAkJUcpiBAQEADkH+Hl5eRESEgKAm5sba9euLXDe06ZNY+LEiY+/8OeURqMhMjKSrl27MmrUKCwsLJTfU87Ozhw7dowaNWqYxfj6+hIeHk7t2rXRarWUL1++UPWsBw0axOXLl2nRogXW1taMHDmSzp07P4FVCSGEEEIIIYQQQvw3JLksnhvR0dHKztxc169fN7t3d3dn7ty5REdHU7x4cUaMGMHAgQPp1KkTFStWVPrp9fpH2i1ckNwx7h1rzZo1pKenK4cLAuzYsYPdu3cryWUAPz8/ZXfxtm3bCAoKolixYmRlZWEwGPjxxx+5e/cu5cqVIzY29oHz0Ol0bN++Xak9nZiY+MD+Y8eOZfjw4cp9SkoKpUqVKuSqn29t2rTh/PnzxMTEEBAQgKtrzgGGuQcw5mfKlCmEhoZy7do1AgMD89Rc7tWrF7169TJ7plKpmDFjBjNmzCjyNQghhBBCCCGEEEI8CyS5LJ5ZRqMRk8mk7DD29/cvcOey0WgkOzsbDw8PQkNDiY6OxtnZGT8/vzzjrl69moULF+ZJVBcVjUbD7t27zXYvJyQkKLV377V+/XoSEhLo168fWVlZwINrLgOsWLGCVatWAVCyZEkgp850//79+eSTTwDYtWsXgwcPLnCO1tbWSh3ql1GJEiVo3br1I8VUqVKFKlWqPKEZCSGEEEIIIYQQQjx/LP7rCQhRkOjoaOrVq0f9+vVZvnw5er2eN954w+wqWbIkEyZM4M0336R+/fokJSUVOF7uztTKlSvTs2dPVqxYYdaelZXFrVu3SEtLe6z5/vXXXyxZsgSVSkV4eDhHjhxRrrFjx+bpbzQaGT9+/CPtoDaZTLzzzjvo9XquXr2K0WgEIC4ujkqVKj3WvM1kpkN60otxZaZBcho92gXj7OzMqFGjHrg7Ode6devw8vLCw8ODNWvW5Nue318UPKxNCCGEEEIIIYQQ4kUjO5fFM6tu3bocPnwYgJs3bzJkyBDmzJmDh4cHANu3b2fNmjV88cUXODk5PXQ8vV5P+fLl8fX1pWbNmly6dImoqCj69OmDRqNh06ZNdOzYkZ49exa4azg/2dnZpKSk0KpVK0aOHAnAnDlziIqKUvrkt3N5zZo1ZGdn07Nnz0K/y2AwKL+2srKidu3aZGVlERMTw7Jlywo9ToEuxYLlC/JjwWBEdTCWmh06smn9BoYOHcry5cvp3bt3gSFxcXGEhoYSERFB3bp1CQ4Oxs/PTympsm3bNnr27Im/v3+e2Ae1CSGEEEIIIYQQQryIXpAskniR7dmzh27dutG2bVtcXFyU51WrViUhIYFq1aqxYsUK3nrrLaXNaDQqiVhLS0suXrxIw4YNOX36tNLnp59+YsqUKfTt2/dfzW/z5s2oVCqWLFlCgwYNGDBgAOHh4UqiGWDhwoUcOnRIuU9OTmb06NFMnz4dlUqFwWAo8IBBvV6P0WjEysqKunXr4uPjA4CLiws//PAD69ato3Tp0nh6eprFqVSqR17L7kmzsbO3e+S4Z9Fv23/h011H+XrBAmxtbZk6dSqDBg16YHI5MjKSRo0aERYWBsDgwYNZuXIlkydP5ty5cwwePJhBgwYpf+mR60FtQgghhBBCCCGEEC8qKYshnmmzZs0iODiYefPmERERgVarVdo8PT358ccfGTNmDK1atVIOx4OcA+5SUlIA6NOnD2PHjsXJycnsmjZtGrNmzcLCIuePQUhICPPmzePVV181m8PDSin07NmTffv20aBBAyBnJ/O9Tp8+zYQJE3jttdeUZ9OnT8fa2pquXbuyd+9ebG1tsbe3x87OjokTJ/LDDz/g5OREsWLFsLGxoUuXLkBO3el7awWnp6fz8ccf8+677yrPIiIi+OSTT5SD6l4GbvaO+JUpb3al/Z3A6/XqYWtrC0D16tU5derUA8eJjY01+0uKOnXqEBMTA4CrqyvR0dH51l1+UJsQQgghhBBCCCHEi0p2LotnWteuXQkJCcHLy6vAPkOGDKFZs2ZK6QK9Xs/o0aPRarXcvHmTFi1a0KJFi3xj9Xo958+fp2zZsvzzzz8sXbqU5s2b07dvXxYvXkx2djaHDh1i6NChHD16lPDwcIYOHUq5cuWUMTZv3ky9evUwmUxkZmYSGRmJSqXi0KFDjB49mj179nDp0iUsLCzQ6XRYW1szceJEQkJCUKvVBAYGotPpAAgODsbNzY2vv/76gd9Fo9Fw69Yt/vnnH27dukVERAT/+9//AEhKSuLatWuMHz/+kb41QOD44c9lWQytlRVn5yyjtPsryrOUlBRllzfk7ORWq9UkJibi7Oyc7zj3xzg4OHD9+nWAAmMe1iaEEEIIIYQQQgjxonr+skjipZJbX/lhchPLkFOfuWLFimi1WrPD8pKTk7G3t1d2KkNO+Yzs7Gzu3r1Lz549uXv3LsuXL0en03HgwAG0Wi1LlizBwsIClUrF66+/To8ePThw4IBSduLAgQNs2bKFKVOm4O/vj7W1NSqViqysLBITE/H29gZyEtl9+/blk08+wdLSkl9//ZWWLVtiY2OjzEen05Gdnc327duBnEMGU1JS8hwyaGNjw4ULF/D19aV+/fr89ddfSpuTkxNJSUkPTMgXyMsXHJ+zHc+ZaWTGH+VWarJZclmj0WBtbW3WVavVkpGRUWAy+P6Y3P5CCCGEEEIIIYQQIi9JLosXTsmSJdHr9WbP9Ho9lpaWnDhxQkn23is7O5sff/wRtVrNl19+yZkzZ1i4cCEA58+fV/p16dKFtm3bKjuQVSoV3bp14+2332bhwoXcvHlT6Xv8+HFGjhzJjh078p2n0Wikc+fOzJ07l6ysLFavXk337t3RaDTodDoWL15M//79sbS0VGIOHz7M5cuXUavVDBkyhE8++QSj0cjgwYOpUKGC0m/mzJkPLeeRL20xKOb06HHPIBcXF+Li4syepaamYmVl9cCYhISEQvcXQgghhBBCCCGEeJlJclkIYMqUKaxZswZLS0slcVytWjUgp+byX3/9pdwbjUZ0Oh2HDh3C3d2dOnXqEB8fj62tLRMmTODLL7/Eyckpz87lS5cukZqaip3d/x2Yp1KpuHv3LgaDgd69e/POO+8AYDAYGDJkCH379iUzM1OpNb1lyxZu374N5CS6v/vuO5o0acKJEyc4ceKEMq6Pj0++SfSXib+/P4sXL1bu4+Pj0el0ZodC5hdz8OBB+vTpA8CxY8fyHJQohBBCCCGEEEIIIXLIgX7ipXPjxo08u3rHjx/PsWPHOHz4MCqVik8//ZQTJ05w+PBhTpw4gZ2dHXFxcWzfvp0VK1Zw/vx53N3d+fXXX/n222+VMhZWVla8//77XLx4kS1btlC/fn0uXrzIuXPnAMxKLphMJtRqNY0bNyYgIAAAPz8/atSoQb169YCcZKevr69yOOHhw4dp2LAhAB06dMDS0pKVK1dy5MiRPFd4eDg///xzvt8g98DDe68XTYMGDUhJSWHZsmUATJ06lSZNmqBWq0lKSsJgMOSJ6dChA1FRUZw8eZK0tDTmzp1L8+bNn/bUhRBCCCGEEEIIIZ4LklwWL52goCB69OhBVlaW8uzSpUuUL18eFxcXEhMTGTZsGN7e3vj4+HD58mVcXFz4559/iIqKYtiwYUpcQkICsbGx9O3bF8ipkTx//nyqVatGSEgIhw4dolq1atSoUUNpz5WZmYmlpSUHDhzg8OHDAKxbt45169axZs0aIKe0xtmzZ3FwcMBkMnHz5k0CAwOBnBIOmZmZfP7557z//vu8/fbbbNiwATs7O44cOULt2rVJTU3N9xtMmzYNR0dH5SpVqlTRfeBnhEajITIyksGDB+Pm5sbGjRuZPn06kHMA38mTJ/PE+Pr6Eh4eTu3atfH09EStVjNw4MCnPXUhhBBCCCGEEEKI54LK9FiFWYV4vuTWXI6PjwegadOmlC1blg0bNiglJ3788UemT5/ON998Q1hYmLIbGXJ2tL733nt8+umnjBw5kqCgIKXt4sWL1K1bl7///lt5tnz5coYNG0atWrUIDQ2lQ4cOODg4mM1p1KhRuLu7M3r0aO7evcuoUaPyzHv27Nn51vx1cnLi5s2bvPvuu8TExJCdnU1mZibu7u5cuHCBihUrcvnyZb744gtCQ0PzxOt0OnQ6nXKfkpKSk2Ae9SG4lCjsZ302pCfB6T3EzJiPX5nyeZpv3rxJTEwMAQEBuLoW7rDCU6dOce3aNQIDA6XmshBCCCGEEEIIIV46KSkpODo6kpycnCendS9JLouXwr3JZW9vb65fv06jRo3w9vZm48aNaLVaqlSpQkZGBjY2Nvz111+UL18elUrFqVOnmDdvHps2beLq1aucOnUKlUqljH3x4kUCAgKUw/wOHz5M27Zt+eKLL1i8eDFeXl78/vvvbNq0ibJlyypxPXr0oHnz5vzxxx989913GI1GHB0dlfa0tDTat2/PzJkz86wnN7lsZWVFZmYm1tbWqNXqx/4+uT8wXsTkshBCCCGEEEIIIYR4NIVNLktZDPFS8vDw4JdffqF06dJK/eU9e/Zw+vRpDh48iJOTEydPnmT79u1kZ2fTvn17duzYwcSJE80Sy/cymUx88803tGrViiVLllC+fHlMJhNLly6la9eu1K1bl99//13pf+7cOUqWLMm0adM4e/Ys7u7ufPbZZxw/fpyFCxei1+v54IMPHriOv/76i+rVq6PVagkICFAujUbD6NGjH/3DZKbnJGufpyszLc8y4uLi8Pf3x9nZmVGjRuWpsZ2fdevW4eXlhYeHh1KW5P72Ro0aFRhbUJsQQgghhBBCCCHEi0rzX09AiP9K6dKlWbx4MQB//vkn33//Pbdu3eLKlSskJiZSqVIlXFxc2LNnD19++SVarZZz585hMplYsmQJPXv2xNLSEsipn3z+/Hl++eUXfvjhBxo0aMChQ4eUQ+M+/vhjKlWqROXKlYGcv/05fvw4tWrVAnLqA69YsYLmzZszfPhw5syZw3fffffQMg4VK1bkr7/+on///hgMBsaNG8fHH3/Mm2++yYwZMx79o1yKBcvn78eC1soKN/ucXd86nY6goCCaN29OVFQUQ4cOZfny5fTu3bvA+Li4OEJDQ4mIiKBu3boEBwfj5+dHxYoVAdi2bRs9e/bE398/T+yD2oQQQgghhBBCCCFeZM9fFkmIx2A0GgFITk7m7NmzXLlyhbNnz3L58mWmTp2KVqvl4sWLXLlyhZ49e7Jjxw7OnTtHRkYGQ4YMIS4ujhMnTtCoUSOMRiORkZG8++67XLp0iW7duuHu7s4bb7xBx44dSUhI4MiRI6hUKvr168fFixfJyMigePHibNmyheDgYJYvX84bb7yBvb09kJMQvXLlCl5eXgwbNow6depw4cIFHB0defXVV/P884OsrCwlcZ2RkUFQUBDvv/8+GzZs4LXXXqNfv37cuXMHFxeXR/pOuyfNxs7ergi++NPlZu9IafdXAPj5559JTk5m9uzZ2NraMnXqVAYNGvTA5HJkZCSNGjUiLCwMgMGDB7Ny5UomT57MuXPnGDx4MIMGDVIOXsz1oDYhhBBCCCGEEEKIF50kl8UL6ZdffqFfv34YDAaMRiN6vR6Abt264eHhgbOzMy4uLjg7O3PhwgXKly/PokWLaNasGT/++CNZWVlcvXqVUqVKUaxYMVxcXGjatCkZGRmMHz+eVatWYWFhwYoVK6hevTpffPEFzZo1Iz09nRUrVnDo0CFu376NyWTCaDQqpTRcXV3p0qULaWlpDBkyhLVr1/Lpp5+SmpqKg4MD//zzD0lJSfz8889s2bKF8ePHc+7cOQYNGsS8efOU9el0OoYNG8bp06fRaDS8/vrr/PTTT1SsWJHff/+dH3/8kfHjxxMcHMzQoUML/d1q+JR9YB2d50FsbCwBAQHY2toCUL16dU6dOvXQmJYtWyr3derUYdKkSUDO/7Po6Gg2bNiQJ4H8oDYhhBBCCCGEEEKIF50kl8UL6a233mLLli24u7vj5OTEvn37CAsLIzY2VuljNBrJysrCzu7/durOnTuXP/74g5UrV5KQkEDx4sWVg/oADh06xIgRI+jWrRsA48aNIzAwkH379mFvb09ISAiNGjXCysoKtVrNqVOneOeddzhy5IjZ/D788EMgJ0lcv359PDw8mD17NitXrsTBwYHOnTvTuXNnDAYDaWlpaDTmf1SXL1/O1q1b2blzJ9nZ2fj7+/Pzzz9z48YNLCwsePXVVzEajXniHuZ4/PnnbufyvbuWIafkiI+Pj3KvUqlQq9UkJibi7Oyc7xj3xzg4OHD9+nWAAmMe1iaEEEIIIYQQQgjxopPksnghqdVqZsyYwfbt27G0tCQxMRGVSkW5cuWUPgaDgXLlyvHbb7+xfPlyPvroI6WG8qFDh/joo4+Uvm+++Sa9evWiatWqSp9cVlZWaDQaLCwsGDRoEJaWlqxevZratWtz5coVypQpU+A8ra2t8fDwAMDCwoLjx4+bJYQNBgPTpk1TDvYbNWoU//zzD5cvX+bixYt069YNNzc3/vjjDwCCgoLo27cvbdq0eazvFjh++HNXc1lrZcXZOcuUBLNGo8Ha2tq8j1ZLRkZGgcng+2Ny+wshhBBCCCGEEEKIgj1fWSQhCsFgMJCVlcXSpUuVchSNGzfm/fffJygoyKxvZmYmCQkJdO3alW7dumFlZUWNGjWoX7++WT+j0Yibm1u+77OwsFDes2DBAlq0aAFAu3btSEhIICUlhZCQEO7evUufPn0IDg4ucO61atUy2+VsMpnIyspS7idPnozRaGTjxo1s3bqVyMhIdDodK1euZPr06fz555/8+eeffPjhh9jZ2XHo0KFH+HKAly84PvgQwWdKZhqZ8Ue5lZqsJJddXFyIi4sz65aamoqVlVWBw7i4uJCQkFDo/kIIIYQQQgghhBBCksviBXTkyBF69OiBjY0NKpWK27dvK9e4cePM+hqNRnQ6HUuXLqV+/fp8//333Llzh7fffpu0tDSln0qlyje5PH36dPbv30/v3r1JTEwkLi4Oa2tr3nvvPQ4dOsTx48cpUaIEkHNIXG6JjaysLGW384OoVCqsra3JysrCysqKiIgILl++TEBAAAC//vor8+bNo2XLljRs2FBJql68eBF/f/9H/3jaYlDM6dHjniH+/v4sXrxYuY+Pj0en0z3wcEN/f38OHjxInz59ADh27Bienp5PfK5CCCGEEEIIIYQQzzNJLosXTt26dfnzzz8ByMjIICAggAEDBpiVuchPQkIC4eHhdOrUiaNHj1K2bFmztldeeYXbt29jMBiU56NGjWLAgAHY2dkxadIkWrVqRd26dTEajXz++ecA+Pr6MmPGDAAlmdy8eXP27Nmj7HgGlMP/7q+TbDKZcHZ25tatW2g0GpycnJQ2a2trrK2tlXG/++47vv32W2bNmoVarS5wrTqdDp1Op9ynpKQ88Ns8Txo0aEBKSgrLli2jd+/eTJ06lSZNmqBWq0lKSsLe3j7Pt+nQoQP169cnPDwcHx8f5s6dS/fu3f+jFQghhBBCCCGEEEI8Hx68bVKI51h6ejpBQUGcOXOGNWvWUK1aNbPL09OT9u3bAzllEIKDg7l27Rrx8fF07tyZ27dvAzkJ6gsXLlCyZEkgp5RGLgsLCz744AOmTp3K0aNHuX37Nh999BE7duxQ+qSmpuap9fvrr79iMBjQ6/XKNWvWLGrVqkV2drbZc4PBwNWrV4GcncwmkwmdTkd6ejpXr15FpVIpSWqj0YhWq33ot5k2bRqOjo7KVapUqX/xpZ8tGo2GyMhIBg8ejJubGxs3bmT69OlAzgF8J0+ezBPj6+tLeHg4tWvXxtPTE7VazcCBA5/21IUQQgghhBBCCCGeK7JzWbyQ4uLi6Ny5M46Ojtjb2zNgwIA8fQ4ePIjJZAJg5syZ3L17lx49evD666/z5ptvUqxYMXbv3s2vv/5K+fLl6dSpE99//z0//fSTMkZ6ejo//PADR44cISYmhpSUFBYvXsx7772njJ2dnc0rr7xi9u4HlcPo3r07Wq2WTz/9VDnsLzdhrNfrmTNnDlZWVphMJv788098fHyUd2VkZChlOIxGY4HvGDt2LMOHD1fuU1JSXqgEc5s2bTh//jwxMTEEBATg6ppTRzr3O+VnypQphIaGcu3aNQIDA/PUXO7Vqxe9evXKN/ZBbUIIIYQQQgghhBAvKtm5LF44x44do06dOnTq1IklS5agVqspUaJEnsvBwUFJ8o4YMYK9e/cqdXmHDx+Op6cnFStWZP78+bz//vscO3YMKysrs0Tx5cuXGTx4sJKYnTBhAh06dKBkyZJkZmaSnp5OUlKSUr9Xr9c/dP4LFizA2dmZypUrM336dLMD/YYNG0ZSUhJz586ldevWfP/997Rs2VIZ9/jx45QvXx7ISWoXxNraGgcHB7PrRVOiRAlat26tJJYLo0qVKjRt2lQO8xNCCCGEEEIIIYQoBNm5LF44NWvW5Ny5c3h4eHDmzBmSk5P57LPP8vS7desWb7zxBgCOjo75jrV+/XogZyfspEmTlOdz584lLCyMypUrM27cOLKzs0lISMDOzo4vvvgCgI0bN7J582YaNWrErVu36NGjR4HvyWUymXBwcODzzz+nbdu2jB07lg4dOlCuXLl8+9++fZtq1arh5eXF9evXadeuHRs3bmT//v2sXr364R/rfpnpkJ706HH/lcy0PI/i4uLo3bs3586dIywsjBkzZpjVts7PunXrGDFiBNnZ2cyaNYuuXbvmaY+IiOC3337LN7agNiGEEEIIIYQQQogXmSSXxQspt5yE0Wjk1Vdf5ciRI3n6REZG5kkIGgwGpZzE77//zpQpU9i6dSsGg4G0tDQliTxs2DB69OiBlZUV27Zt4+OPP8bV1ZWNGzcqJSxu377NZ599xp49e/j444+5dOkSq1atKnDOuTWYc7355pvs27cv3743btzg559/Zs+ePSxZsgStVsuIESMYPnw4Go2GMWPG0Lt3b1q0aPHQxKqZS7Fg+Xz9WNBaWeFmn5O01+l0BAUF0bx5c6Kiohg6dCjLly+nd+/eBcbHxcURGhpKREQEdevWJTg4GD8/PypWrAjAtm3b6NmzJ/7+/nliH9QmhBBCCCGEEEII8aJ7vrJIQjyiu3fvcvXqVby9vfO0paWl0aBBA7NnmZmZZGVlsW3bNqZNm8ZPP/2Em5sber0ed3d3HBwcMBqNvPvuuzg7O7N69WpGjRrFmDFjGDRoEGq1mtTUVDp27MjZs2fZsmULFSpU4Ouvv2bMmDHUr1+fU6dOYW1tnWc+mZmZpKSkFGpdsbGxNG3alIULF3L+/Hl8fX0ZNmwYI0eOBCA6OprGjRtTqVIlQkNDC/29dk+ajZ29XaH7Pwvc7B0p7Z5TquTnn38mOTmZ2bNnY2try9SpUxk0aNADk8uRkZE0atSIsLAwAAYPHszKlSuZPHky586dY/DgwQwaNIjDhw+bxT2oTQghhBBCCCGEEOJloDI96IQrIZ6gKVOm0KlTJ6VGcFExmUz57tadN28evXr1wt7e/l+Ncz+DwYBarTZ7FhsbS7ly5ShWrJjyLDs7m7/++osqVaoU6v0Fyc7OxmQyKXWBcw/2y91pmyspKQlHR8dCrSElJQVHR0eSk5Of6/rLEydO5Pfff2fLli1AzrdxdXXlzp07BcY0atSIli1bMnr0aCDnoMdJkybx888/k5iYiEqlYsOGDSxfvpxdu3YpcQ9qE0IIIYQQQgghhHieFTZXJDuXxX/i9OnTzJw5kz59+jy0b6tWrRg1ahSNGjUC4NKlS3h7e5OWlmaWvM313nvvYTAY+OKLL7Cz+79duMeOHeP8+fN8+eWXBb6rYcOGJCUl4eTklKctMzOT69evc/nyZbPn9yeWAXx9fc3uly5dyi+//MKaNWsetNSHysrKom7duixZsgQ/Pz8AVCpVnsQykO8aHuZ4/PnnZufyvTuWc6WkpODj46Pcq1Qq1Go1iYmJODs75zvO/TEODg5cv34doMCYh7UJIYQQQgghhBBCvAwkuSyeisqVK3Pnzh1sbGyAnHrEFhYWBAQEkJGRgVarxcLCgrt37xIQEMDGjRsB+Ouvv4iNjSUgIEAZK3eM3P/eb9y4cXTp0oWwsDCuX79OXFwcxYoVIzs7m7t377JhwwYAMjIyaNeuHV9//bUSa21tnaf2cS6DwVDgOx/k+++/Z8mSJfz4448AXLx4ER8fH4KDg/n+++9JT0/H3t6eBg0asGvXLrOdxiVLlmTw4MGMGTMGACsrK5YvX06nTp34+eefKVOmzCPP50ECxw9/bmoua62sODtnmVmCWaPR5Ck5otVqycjIKDAZfH9Mbn8hhBBCCCGEEEII8WDPRxZJPPdOnz6t/HrOnDls2rSJLVu2YG1tzbhx4/jzzz9Zs2YNFhYWZnHLly8nISGBV199FQB3d3cOHjwIkKdvLk9PT3755Rdlt6pWq2Xy5MmcOnWK1atXo9fr0Wjy/61vMBh47733lF3B97px44ZS07iwbt68yccff8yuXbvyJDdPnTql/Pf+6jR79uzhtdde448//uDtt9/G39+ft956C8jZFT1//ny6d+/OgQMHHmk+D+XlC46uRTvmk5CZRmb8UW6lJpsll11cXIiLizPrmpqaqpQQyY+LiwsJCQmF7i+EEEIIIYQQQgghckhyWTxVc+fOZfjw4Xh7e1OrVi3l+alTp0hISOCLL75QSkokJiaybNkyrly5QvHixVm1ahVLly5VYtauXYu9vT0tWrRQnt29e5dffvmFNm3aKAnpK1euMH/+fH799VcAOnToQJcuXejatWue+YWGhnLp0iW2bt2a7/wHDRr0SOtdsGABgwYNonjx4nnaLl68SFZWFnFxcXlKa9jb2+Pk5ET9+vXx9/cnJiZGSS4DNG7cWFlT48aNH2lOD6QtBsWcim68p8zf35/Fixcr9/Hx8eh0OlxcXB4Yc/DgQaVEy7Fjx/D09HzicxVCCCGEEEIIIYR43klyWTwVcXFxjBkzhhs3buDj48O5c+fy9Jk9ezZ16tShYsWKbN68mY8++og+ffrwyis5O1MPHjzIG2+8ofR3dHSka9eu7Nmzh6pVqwKwf/9+OnXqxLvvvsvs2bMxmUx06dKFGTNmUKlSJe7evUvv3r3p1q0bXl5evP766wAMGTKE/fv34+TkhK2tbYHr0Ov1REVFERgYyMyZMx+67p9++qnARLWvry9nz57ljz/+wN/fP98+Fy5cICYmhhEjRuRp69KlCz/++ONjJZd1Oh06nU65T0lJeeQxnkUNGjQgJSWFZcuW0bt3b6ZOnUqTJk1Qq9UkJSVhb2+fJ5HfoUMH6tevT3h4OD4+PsydO5fu3bv/RysQQgghhBBCCCGEeH5Iclk8ccnJyYSEhNC2bVsiIiIoW7ZsnsPmdDodX331FefPn2fv3r1s376dEydO0KJFC1q3bs2qVatYv34969evV2KaNWvGRx99RLt27YiOjsbJyYkmTZpw4sQJunTpwtGjR9myZQuHDh3i8uXLTJkyBRcXF1xdXWnTpg0hISEcOXIEDw8P5s2bB8CyZctITk4ucC0qlYrw8PBCr/3OnTu4ubnl21a9enX++OMP4uLiqF69OmfPnlXa3nzzTdRqNcnJyfTv35/mzZvniffy8uLbb78t9FzuNW3aNCZOnPhYsc8yjUZDZGQkXbt2ZdSoUVhYWLBr1y4g5wC+Y8eOUaNGDbMYX19fwsPDqV27NlqtlvLlyzNw4MCnP3khhBBCCCGEEEKI54zKdH+xVyGegLt372JjY8PVq1dp2LBhnp3LqampqNVqZddwdnY2//zzD+7u7vTr148tW7bg7u7OH3/8wa1bt3B3d1fqFLdr1w5LS0vWrl2rjJecnIzJZMLW1pa1a9dSpkwZzp07R/ny5YGccgne3t7UqVPHbCdrxYoV6devH2XLlgXgnXfe4euvv0ar1ZKamkq/fv24e/duoddduXJlYmNjzWr45h7oN2/ePP7++29WrFjBqFGjWLdunXKg308//USlSpWIjo5mwIABrFq1itatW5uNvWPHDtasWcOSJUsKPZ9c+e1cLlWqFIz6EFxKPPJ4T116EpzeQ8yM+fiVKZ+n+ebNm8TExBAQEICra+FqSJ86dYpr164RGBgoNZeFEEIIIYQQQgjxUktJScHR0ZHk5GQcHBwK7Cc7l8VTYWNjo/z60qVLeHt7m7XrdDo+/vhjpaaxpaWlUvd2wYIFeHp6MmHChHzHXrhwIUuXLsVkMqFSqZSYffv28eOPP7J+/XoaN27Mrl27aNGiBUajkb1797J8+fI8Y1lYWLB8+XKKFSsG5CTFZ8+ejYWFBXq9vsBDBAtSoUIFDh8+bFbOI1f16tWZOHEilpaW2NnZmbV5eHhQpkwZypQpw759+1i8eHGe5PKhQ4eoUqXKI80nl7W1NdbW1o8V+zwoUaJEnu/1MFWqVHns7ymEEEIIIYQQQgjxMpLksngq7t69q+wG9fLyyrfmMuTUNNbpdEpyF2Do0KEEBgbSsWPHfGNKlCjBhx9+qNxnZWUxb948IiMjAcjMzMTT0xOVSoVKpUKtVqPR5P9bPyAgAGdnZ2UH9YkTJ2jUqBGWlpbo9fp8D+Z7kO7duzNr1qwCk8s7d+6kXbt2DxzDaDRiMBjMnqWnpxMZGcn+/fsfaT4PlZmesyv4WfXP37B5Pdy5DaVLUJh/eLFu3TpGjBhBdnY2s2bNMjvIMSIigkmTJlGsWDEiIyOVQxNv3rzJkCFD2LlzJ25ubnz66ad06tTpiS1LCCGEEEIIIYQQ4nkkyWXxVLRo0YJz586hVqtJT0/HysoKDw8PpT05ORlHR0eysrKwsrLi4sWL6PV6hg4dyqFDhx4pibpkyRI8PT1p2bIlBoOBY8eO8dprr+XbNyMjQ0kkHzp0KE8Ji+zsbH777Tdlx3JWVhb79++nfv36hZpLhw4d+Oqrr4iMjCQsLMyszcnJiVKlSlG9evU8campqdy6dYuYmBhWr17N2LFjzdoHDBhAaGiosru7yFyKBctn9MeCwQjbD0BxV2hYC4uTf/HbTz9Ta2iFAkPi4uIIDQ0lIiKCunXrEhwcjJ+fHxUrVmTbtm2MHDmSqKgo3N3d6d69O9HR0bi6uhISEkKpUqU4ceIEv//+O6Ghobi4uNCkSZOnuGAhhBBCCCGEEEKIZ9szmkUSL5rdu3cDcOXKFbp27conn3xC06ZNMZlM/PPPPzRu3Jg2bdooZSKOHz/Oe++9R3Z2Njt37jSr7ZKdnQ3k7HK+fwfy9evX+fjjj5U6xPPmzePVV1/Fx8cHo9GIyWTCwsKCzMxMsrOzKVeuHEePHqVEiRL4+vqybds23NzclPIabm5u7Ny5Ezs7O0wmExkZGY9Uj9fCwoJVq1bRtGlTjEYj/fr1M2v39fWlevXqpKammj1v0KABKpUKDw8P+vXrx/vvvw/k7GLu1asXSUlJLF26tNDzKKzdk2ZjZ2/38I7/gd+2/8Kk32LYsnkLNjY2/HPpKpPHjWPk0IIPWIyMjKRRo0ZKYn/w4MGsXLmSyZMns2DBAnr27Enbtm0BaNu2LevXr+ett97i4MGDrF+/Hnd3d4KDgwkKCmLTpk2SXBZCCCGEEEIIIYS4hySXxVOzbds22rRpg1arpUePHmRnZ6PVanF2dsbe3p5169bx66+/smvXLkqXLk2rVq0YNWoUWq3WbJzcg+gyMzPz1CpOTk4mJCSEtm3b8uWXXzJ16lR27NihxGVmZuLn58egQYP46aef8Pf3p0SJEmzZsoXx48fj6OioJJYBVCoVbdq0Mau1nJKSQt++fenbt2+h1l2qVCn27t3LsWPHAPD29sZkMpGdnc3mzZuVfv7+/nz77bfo9XqzQwbvZWFhQcuWLenUqRNqtRqDwUCXLl0YN25cvjugH1UNn7IPLNL+X9r892rqv/469avmrNPkU45up049MCY2NpaWLVsq93Xq1GHSpElKW7du3cza9uzZQ/Xq1bGxscHd3V1pU6vVBf4/EUIIIYQQQgghhHhZSXJZPDX169fn66+/xtvbG29vb0qWLGmWsNPpdBw+fBgbGxtsbGwYN25cvuPkJmfzU7lyZRYtWgRA165dadOmDWXKlAFg48aNSr+0tDSzuFatWtGqVat/tb4HcXd3p1mzZmbPmjdvzmuvvcaMGTOwtrZm2bJlXL9+nc6dOz9wrHtrBqvVam7dusXatWuLJLl8PP78M7Nz2c3ekdLuryj3KSkp+Pj4KPe59bMTExNxdnbOd4z7YxwcHLh+/foD2ypVqoTJZGLHjh00adKEmzdvsnXrVr755puiXqIQQgghhBBCCCHEc02Sy+KpsbOzo2fPngW2W1tb8+abbxbZ+x718L2nbenSpbRv355vvvmGLl268L///Q9bW1uqVauWp6+FhQWLFi3K9/sYjUZ2797NtGnTzJ6/8sorSiK1sALHD39mai5rraw4O2eZkmDWaDRYW1ub99FqycjIKDC5fH9Mbv8HtTk4OLBgwQK6du1KvXr12LdvH+7u7jRv3ryolyiEEEIIIYQQQgjxXHs2skhCvIS8vb05ePAgWq2WSZMm0a5dO0aPHk2ZMmXMdnSnpKRQsmRJrKyssLOzIykp6aFjHzlyhODg4EeflJcvOLo+elxRy0wjM/4ot1KTleSyi4sLcXFxZt1SU1MfWAPbxcWFhISEfPs/qO2dd96hffv2xMXF0bhxYyZMmCBlMYQQQgghhBBCCCHuI8llIf4Dd+7c4fDhw7Ro0YKTJ08ye/ZsYmJieP3111m7di0NGjQgOzsblUqFwWDAysqKrKwsypQpg16vJzs7G2tra7Na0JBzyKFOp0Oj0ZjVDC40bTEo5lQ0iyxi/v7+LF68WLmPj49Hp9Ph4uLywJiDBw/Sp08fAI4dO4anp6dZW+PGjfO0Adjb27N//34qVapkVopECCGEEEIIIYQQQuSweHgXIURRO3jwIJ07d6ZVq1Z4eHhw+PBh1qxZg1qtpl27dlSsWBF/f392796NwWBAo9FQr149jh49yg8//ICrqyuurq64ublhZWWFvb09bm5uynODwUBMTEyB79fpdKSkpJhdz7oGDRqQkpLCsmXLAJg6dSpNmjRBrVaTlJSEwWDIE9OhQweioqI4efIkaWlpzJ07VylvERISwvz587l27Rp///03S5YsMSt9kZqayowZM5g5c6bZIY9CCCGEEEIIIYQQIockl4X4D7Ru3Zrz58/j5+eHk5MT5cqV48yZM+zevZtmzZoRERHB8ePHady4MXq93qwkQ6dOncjIyCAxMZFbt27RrFkz5s2bx61bt0hOTiYzM5NatWo98P3Tpk3D0dFRuUqVKvWkl/yvaTQaIiMjGTx4MG5ubmzcuJHp06cD4OzszMmTJ/PE+Pr6Eh4eTu3atfH09EStVjNw4EAAgoKCaNy4MeXLl8fHx4eaNWualRKZNWsWdevWVXY2CyGEEEIIIYQQQghzKpPJZPqvJyHEy8pgMKBWq+nWrRsajQYLCwt2795NhQoVePXVV8nOzqZ///50796dy5cvAzm7ji0tLZWSGG+//TYhISH06tVLGdNoNGJpaVnge3U6HTqdTrlPSUnJSTCP+hBcSjy5BRdWehKc3kPMjPn4lSlv1nTz5k1iYmIICAjA1bVw9aFPnTrFtWvXCAwMzFOjOTo6mvT0dAIDA2WHshBCCCGEEEIIIQQ5uSJHR0eSk5NxcHAosJ8kl4X4jxgMBpo2bcrmzZu5efOmkjAeNGgQXbt25Y033sBgMKDT6WjRogUXLlwAwMvLi4SEBGxtbYGcP+zW1tZYW1tjMpnIyMiga9euLF26tNBzyf2B8Twkl4UQQgghhBBCCCHEk1XY5LKUxRDiP7J3715u3LhBsWLFKFu2LO3ataNkyZLY2Njg5ubGjh07WLZsGRqNxqwsxqVLl8jIyODWrVt5ymLMnDmTq1evPlJi2Uxmek5i97++MtPyTC0uLg5/f3+cnZ0ZNWoUhfl7sXXr1uHl5YWHhwdr1qwxa4uIiKB48eKUKVOGnTt3Ks8TEhJo2rQpxYoVw8PDg5kzZz70PUIIIYQQQgghhBAvI81/PQEhXlbfffcd3bt3V+4TExO5fPkyqampnD59mmvXrqHVapXSGQ9jMpn45ptvWLt2LVu2bHm8Eg+XYsHy2fixoLWyws3eEcgp4xEUFETz5s2Jiopi6NChLF++nN69excYHxcXR2hoKBEREdStW5fg4GD8/PyoWLEi27ZtY+TIkURFReHu7k737t2Jjo7G1dWVMWPGUKNGDVasWMHp06fp0KEDtWrV4q233npaSxdCCCGEEEIIIYR4LjwbWSQhXjLJycmsXr2a/fv3K8/KlCnDkCFDcHV15a+//uLOnTsEBASQlpaGRqPBZDKRnZ2dp2Yw5CRf09PTmT9/PrNnz+bWrVtYWlri5OT0SPPaPWk2dvZ2/3Z5RcLN3pHS7q8A8PPPP5OcnMzs2bOxtbVl6tSpDBo06IHJ5cjISBo1akRYWBgAgwcPZuXKlUyePJkFCxbQs2dP2rZtC0Dbtm1Zv349YWFhHD58mO+++45XX32VV199ldq1a3Pu3DlJLgshhBBCCCGEEELcR5LLQvwHjh8/TvHixfH29lZ2Jv/6669mfYxGI507d2bChAm0adOGU6dOUb16dbRardlhfUajkZ07dzJs2DDlkL8VK1ZQp04ddu/e/UjzquFT9oF1dP4rsbGxBAQEKHWmq1evzqlTpx4a07JlS+W+Tp06TJo0SWnr1q2bWduePXsICwujatWqLFiwgGnTphEbG8vhw4eJiIh4AqsSQgghhBBCCCGEeL5JclmI/0BgYCDbtm2jbNmyWFlZKUlhgOvXr+Pk5IStrS13797FwsKCX375hRMnTmAwGPIdb+7cuURERHD27Nl/Na/j8ef/853L9+5YzpWSkoKPj49yr1KpUKvVJCYm4uzsnO8498c4ODhw/fr1h7ZNnTqV6tWr89VXXwEwc+ZMKlSoUDSLE0IIIYQQQgghhHiBSHJZiP+It7c3N2/eNHum1+txdXXl4MGDlC1bNt+4gwcP8vbbb2Nvb688MxgMpKam4u3trYyTlpbGpk2baNCgQaHnFDh++H9ec1lrZcXZOcvMEswajQZra2vzflotGRkZBSaX74/J7f+wtvDwcMLCwpgwYQLx8fF06tSJChUq0KZNmyJboxBCCCGEEEIIIcSLQJLLQjxDDh8+jJeXV4GJZQALCws8PT05ceIEAJs2bcLPz4+SJUsCEBUVRUBAgJJofiRevuDo+jhTLxqZaWTGH+VWarJZctnFxYW4uDizrqmpqfnWn743JiEhId/+BbUlJSWxZcsWkpOTsbe3x9nZmSFDhrB06VJJLgshhBBCCCGEEELcx+LhXYQQT9KkSZPw9vbG29ubNm3acP78eeU+91q8eLFZjEqlQqfTodfrmTx5Mn/++afSNnv2bP7880+ysrLQ6/WPNhltMSjm9N9d2vxLcvj7+3Pw4EHlPj4+Hp1Oh4uLS4FLuT/m2LFjeHp6PrDNZDJhMpn4559/lLabN28WWI5ECCGEEEIIIYQQ4mUmyWUh/mNpaWn06tWLixcvcuvWLdLT07l48aJyNWzYkMzMTKW/yWRCrVYzZswYatSowR9//EG/fv2oUaOGcv/ee+9Ro0YNfvvtt3zfqdPpSElJMbueZQ0aNCAlJYVly5YBOXWRmzRpglqtJikpKd/kb4cOHYiKiuLkyZOkpaUxd+5cmjdvDkBISAjz58/n2rVr/P333yxZsoTmzZvj7OxM1apVGThwIN9++y2fffYZc+fOlV3LQgghhBBCCCGEEPmQshhC/MfuPcyvIJaWlsqvMzMzsbS05MsvvwSgTp06hIeHU7duXQA6duzIrFmzeOuttwocb9q0aUycOPHfTfwp0mg0REZG0rVrV0aNGoWFhQW7du0CwNnZmWPHjlGjRg2zGF9fX8LDw6lduzZarZby5cszcOBAAIKCgli7di3ly5cHoHHjxgQHBwPw7bffMnjwYPr27YtarWbgwIH06dPnqa1VCCGEEEIIIYQQ4nkhyWUhnjPp6em4uv5fXeTg4GAOHjyolHmoX78+xYsXf+AYY8eOZfjw4cp9SkoKpUqVejITLiK5JUNiYmIICAhQvoHJZCowZsqUKYSGhnLt2jUCAwOVmssqlYqVK1cydOhQ0tPTCQwMRKVSAVC1atUCd3wLIYQQQgghhBBCiP8jyWUhngEzZszgq6++yrctLS2NgIAA5f7mzZt4eHiwefNmhg4dislkwtHRUUmOZmZmcvr0abZu3Wq24/le1tbWWFtbF/1CnrASJUrQunXrR4qpUqUKVapUybfN39+/KKYlhBBCCCGEEEII8VKSmstCPANGjx7NrVu38r26dOli1vfcuXOULFmSoKAg4uPjadu2La1bt+b48ePs3LkTvV7PxIkTC0wsCyGEEEIIIYQQQghRFCS5LMRzZufOnUp9Zcipn/zLL78wfvx4WrRowfDhw3njjTceb/DMdEhP+u+uzLR8pxUXF4e/vz/Ozs6MGjXqgaUwcq1btw4vLy88PDxYs2aNWVtERATFixenTJky7Ny5U3mekJBA06ZNKVasGB4eHsycOfOh7xFCCCGEEEIIIYR4WUlZDCH+YwaDgc8++0w5oO9+GRkZ1KlTB4DY2FjOnj1LYGAgkFNv+OzZs9SoUYPJkydTvHhxVCoVx48fp2TJkri6uirlMgrlUixY/rc/FrRWVrjZOyr3Op2OoKAgmjdvTlRUFEOHDmX58uX07t27wDHi4uIIDQ0lIiKCunXrEhwcjJ+fHxUrVmTbtm2MHDmSqKgo3N3d6d69O9HR0bi6ujJmzBhq1KjBihUrOH36NB06dKBWrVoPPBxRCCGEEEIIIYQQ4mWlMhVmC6AQLymTycT69etp3749ffv2pVGjRrzxxhvs27eP0NBQAA4fPkx8fDydO3d+pLHT0tKYNm0aqampuLi4MGHChHz79erVi+rVqzN8+HC2bNnCkSNH6Nq1K927d+fGjRtUqlSJDh060KFDB06ePMmGDRvYt28fcXFxVK5cmaNHj2Jh8eB/pJCSkoKjoyO7jx/Fzt7ukdZR1NzsHSnt/opyv2HDBt59912uXr2Kra0tsbGxDBo0iH379hU4xvvvv8+ZM2fYunUrAHPmzCEhIYHJkyfTrl07SpQowcKFCwEYNmwYVatWJSwsjGrVqvHdd98pNZqbNm1Kx44d6dev3xNcsRBCCCGEEEIIIcSzJTdXlJycjIODQ4H9pCyGEPfI3f1brVo17OzsMBgMfPjhh6xbt45z585hbW3NoEGDOHTokBJjMpl47733+O677zhw4AAeHh54e3vnuRISEszepdVq2bBhA56enkyYMIF9+/ZhbW1tFuPu7s7du3cZPnw4AK1ateLdd9/F29ubGzdusGnTJrZv38758+d588036dOnD5GRkWRmZuLj40OjRo0emlh+ltyfWIac3doBAQHY2toCUL16dU6dOvXAcWJjY812G9epU4eYmJiHtlWtWpUFCxaQlpbG/v37OXz4MA0bNiyKpQkhhBBCCCGEEEK8cKQshhD3sLGxYciQIXz88ce4urqi0WhYuXIlvr6+fPrpp1SoUIGQkBA6deqkxNStW5cNGzbw+eef88MPP3D+/Hk++OADKleuzIABAwCwsrJCozH/46bRaFi0aBEGgwEAa2tratasaZa4joqK4ueffzaLe+ONN/jll1+ws7PD0tKSjIwMpk+fzowZM9iyZQtLly5l3bp1j7X+wPHD/9OyGForK87OWWaWYE5JScHHx0e5V6lUqNVqEhMTcXZ2znec+2McHBy4fv36Q9umTp1K9erV+eqrrwCYOXMmFSpUKLoFCiGEEEIIIYQQQrxAJLksxD3UarXya5VKxdatW+nbty/FihXj3LlzdOnSBQsLC6ZMmcKHH36o1P1t0KABDRo0AHKSxvfXOdbr9VhbWyv3n376KYsWLVISzsOGDVPqKAP4+PiwaNEiZR73srS0RKPRYGFhQfv27TGZTOzdu5cSJUpw5coVypQp8/gfwMsXHF0fP/7fyEwjM/4ot1KTzZLLGo3G7NtBzq7vjIyMApPL98fk9n9YW3h4OGFhYUyYMIH4+Hg6depEhQoVaNOmTZEtUwghhBBCCCGEEOJFIcllIe4THx/Prl27AGjYsCEXL17k/PnzBAcHExcXB+SUwsjMzCQhIYHVq1djZWVFrVq1lIP37mUwGDCZTGYJzdGjR/PBBx9gNBopXbq0WWIZICsri+LFi3Pnzp0841lYWCgJ502bNlGpUiXS0tJo2rQpiYmJWFhYEBISQnp6Oh9//DH169cv/OK1xaCYU+H7PwUuLi7Kd8+VmpqKlZXVA2PuLUNyb/+C2pKSktiyZQvJycnY29vj7OzMkCFDWLp0qSSXhRBCCCGEEEIIIfLx/BRjFeIpiY2NZdWqVUDOTtZ69epRt25ddDodvr6+FCtWjHr16lG/fn2ysrI4e/Ys//vf//jpp5/yHS+37MW9u6Ktra2xtLTkq6++omzZstSoUcMsRqVS4ebmlmesoUOHcunSJZo1a0Z8fDxBQUFUqFCB9evXs3fvXo4cOcLhw4dZt24darWa5OTkfOek0+lISUkxu55V/v7+HDx4ULmPj49Hp9Ph4uJS6Jhjx47h6en5wDaTyYTJZOKff/5R2m7evKn8/xNCCCGEEEIIIYQQ5iS5LMR92rVrR2RkJACLFi1i0aJFqNVqfvjhBzZv3kzp0qUZNmwYR48exdPTk/nz59OiRQs0Gg1z586lfPnyfPPNN0yePJly5cop9Y+NRqPZe/78808mTpxIq1atOHPmjJLENJlM3L59W0ku35vc/PLLL7lx4wZnz57lnXfeYfv27Zw9e5bOnTsrfdzc3JSdvgUd5jdt2jQcHR2Vq1SpUkX09YpegwYNSElJYdmyZUBOXeQmTZqgVqtJSkrKN/nboUMHoqKiOHnyJGlpacydO5fmzZsDEBISwvz587l27Rp///03S5YsoXnz5jg7O1O1alUGDhzIt99+y2effcbcuXNl17IQQgghhBBCCCFEASS5LMQDHDp0iJCQELp3786sWbMYNmwY6enpTJkyhXbt2nHx4kWlr0qlYujQofz111+Ehoby8ccfc+7cObp164ZKpSIzM1Ppe+PGDdq2bUtqaipHjx6lV69eSt3fP//8E0dHR6WMxr1xFhYWdOvWjVWrVrFv3z7u3r1Lv379iI2NVfrcuXOHV175v5rF+Rk7dizJycnKdeXKlaL4XE+ERqMhMjKSwYMH4+bmxsaNG5k+fToAzs7OnDx5Mk+Mr68v4eHh1K5dG09PT9RqNQMHDgQgKCiIxo0bU758eXx8fKhZsybBwcEAfPvtt2RlZdG3b1+mT5/OwIED6dOnz9NbrBBCCCGEEEIIIcRzRGouC3GPrKwsZs2apexcXrNmDdOmTWP58uVs3LiR2NhYxowZw8aNG5k3bx4eHh6FGtfR0ZHbt29ja2sLwJgxY/Dx8cHLy4u+ffty9OhRKlWqxOrVq/npp5949dVX6du3L3PnzqVp06bKOFevXiUmJobvv/+eWbNmcfHiRTZs2MDnn38O5BwcqFarcXV98KF81tbWeQ7Je5a1adOG8+fPExMTQ0BAgLI+k8lUYMyUKVMIDQ3l2rVrBAYGKjWXVSoVK1euZOjQoaSnpxMYGKjUsK5atSq//fbbk1+QEEIIIYQQQgghxAtAdi4LcY+///6bmTNnKjuS58yZg4+PD4cPH2bIkCFMnDiRS5cuMXLkSF555ZU8h8otXLgw33E9PDy4ceOGcpDcrFmz2Lx5M1qtFpVKxUcffYS7uzteXl4sXryYAQMGcPr0aWxsbMwSxRcvXmTChAlKknr48OGMHDlSKX9x4cIFSpcurdR31uv1Rfp9/kslSpSgdevWD02c36tKlSo0bdo038P//P39adiwoZJYFkIIIYQQQgghhBCPRpLLQtzjyJEjVKhQwexZxYoV2bdvH++//z4zZ87kxx9/xN3dnRMnTih9srKyWLlyJXPnzjUrY5GrRo0aHDt2jN69e7Nlyxbc3d3NDvjLNXfuXOrXr4+vr6/yLCUlha+//hqDwcAbb7zBwIEDSUtLIzk5mQoVKjB69GhsbGzYvn07kZGRtG7dmmvXrjFy5EizcQolMx3Sk/6bKzPNbCpxcXH4+/vj7OzMqFGjHrhLOde6devw8vLCw8ODNWvWmLVFRERQvHhxypQpw86dO5Xn3t7eqFQqs8vb27uQH0wIIYQQQgghhBDi5SVlMYT4//755x+OHz9OjRo1OH/+PCqVitmzZ7NixQq0Wi0Ad+/eZdKkSVhYWFCyZEklduvWrajVanbv3o1Wq8VgMJglQ0NCQhg6dChpaWlMnTpVeW4wGJSD/jZu3MimTZvYsmULJ06cIDExEZPJRFxcHB9++CF9+/YlMzOT9evX89FHH1GvXj0iIyNRqVRoNBpOnTrFt99+S0xMDJ07d+aVV17h66+/frSPcCkWLP+7HwtaKyvc7B3R6XQEBQXRvHlzoqKiGDp0KMuXL6d3794FxsbFxREaGkpERAR169YlODgYPz8/KlasyLZt2xg5ciRRUVG4u7vTvXt3oqOjcXV15cSJE2aHLc6cOZMbN248jeUKIYQQQgghhBBCPNceK4uUlZXF//73P/r06cOdO3eYPHkyer2ejz/+mBIlShT1HIV4KqKjo+nRowfW1tb4+fnxzjvvMHz4cIYPH670SUpK4p133uH3339n1apVyvP33nuPZs2a4e7uDuQcwqfT6ZT29u3bs3v3bk6cOMFrr72mPM/MzCQrK4tly5axYcMGNm/ejI2NDWXLluWff/7Bzs6O7Oxsxo0bh0qlYs6cOXz99ddMnDiRHj16AHDt2jXatWtHVlYWu3fvxs3NjR9//JE+ffrQsmVL9u3bV+hvsHvSbOzs7R77G/5bbvaOlHZ/hQ0bNpCcnMzs2bOxtbVl6tSpDBo06IHJ5cjISBo1akRYWBgAgwcPZuXKlUyePJkFCxbQs2dP2rZtC0Dbtm1Zv349YWFhODg4KGOkpqaybNkyDhw48GQXKoQQQgghhBBCCPECUJkK82/N79OlSxfOnz/P77//To8ePZQ6siqVim3bthX5JIV42gwGQ75lKyDnkD8fHx8CAgKK9J0mkwmTycSBAweoUKECr7zySqHnFh0dTY0aNcjIyMDKygobGxuMRiN//vknlSpVeui7U1JScHR0ZPfxo089uZybUL7XxIkT+f3339myZQuQ821cXV25c+dOgeM0atSIli1bMnr0aAAOHjzIpEmT+Pnnn/Hx8WH69Ol06tQJyPl/uGfPHhYsWGA2xsyZMzlz5gxLliwpyiUKIYQQQgghhBBCPFdyc0XJyclmG/Pu91g7l7ds2cKxY8cwmUxs3bqVixcvkpycXKgklhDPg4ISywBdu3YtkneYTCaysrKwtrYGUOr9vvPOOwwZMoRhw4bl21etVjNnzhwOHDjAt99+C+QcTgfQv39/KlSooJTueNQ/k4Hjhz/1shhaKyvOzllmlmBOSUnBx8dHuVepVKjVahITE3F2ds53nPtjHBwcuH79+kPbchmNRubPn8/3339fJOsSQgghhBBCCCGEeNE9VhbJ3t6emzdvcunSJcqWLYu9vT0nT57E0dGxqOcnxAvr6tWr1KpVCxsbG1QqlVnbnDlzmDNnjnJvNBpxcHAgLi4OAEtLSyUpnZ6ejkqlwsLCgt69e7N3714yMzMxGo1kZWXh4OCAhUUhz+708gVH16JZYGFkppEZf5RbqclmyWWNRqOsL5dWqyUjI6PA5PL9Mbn9H9aWa+vWrbi7u+Pn5/evlyWEEEIIIYQQQgjxMnis5PLIkSNp2LAhKpWKRYsWceLECYKDgxkwYEBRz0+IF1apUqX4559/HinGYDBgMBiUZPLdu3cZMmQIv/zyi9lu61WrVmEymdDpdERHR1OqVKnCvUBbDIo5PdKcngQXFxclkZ4rNTUVKyurB8bklui5v/+D2nKtXr1aKZshhBBCCCGEEEIIIR7usZLLw4YNo1WrVlhbW+Pt7c2NGzdYuXIlTZs2Ler5CfFSUKvVVKhQIU85jsTERFq1asXixYsB+OGHHxgyZAipqamoVCq2bt3KpUuXsLa25sCBA9SpUweNRsOlS5fw8PDA0tLyv1jOv+bv76+sGSA+Ph6dToeLi8sDYw4ePEifPn0AOHbsGJ6enmZtjRs3ztMGoNPp2LRpE5MmTXoSyxFCCCGEEEIIIYR4IT12cdWKFSsqv3711Vd59dVXi2RCQryMrK2t+fDDD7G3tzd7vm3bNrOSGR07dqRjx45UqlSJgIAAli9fDsDOnTt5++232bx5M40bN2b8+PGcPXuWtWvX5rtrWafTodPplPuUlJQns7DH1KBBA1JSUli2bBm9e/dm6tSpNGnSBLVaTVJSEvb29nkS8R06dKB+/fqEh4fj4+PD3Llz6d69OwAhISEMGDCA3r17o9FoWLJkiVnZkf379+Pk5ESZMmWe6jqFEEIIIYQQQgghnmeFLMRqLjs7m6lTp1K3bl08PT35448/qFOnDufPny/q+QnxUvjiiy9IT0/n5s2bZpevry+dO3c263vs2DHOnj3LtWvX+Oabbzhw4ADt27dn9erVys7cZcuWUatWLdq2bYvBYMjzvmnTpuHo6KhchS6b8ZRoNBoiIyMZPHgwbm5ubNy4kenTpwPg7OzMyZMn88T4+voSHh5O7dq18fT0RK1WM3DgQACCgoJo3Lgx5cuXx8fHh5o1axIcHKzE/vbbb7z++utPZ3FCCCGEEEIIIYQQLwiVyWQyPWpQ3759iY6O5r333mPUqFHExsYyZ84c4uLi2LFjx5OYpxAvpP79+7N///5C9W3Xrh2TJ0+mb9++7N69m9KlS/P777/z66+/cuPGDS5fvsyQIUMACA8Pp3Xr1tSqVQtX17wH9OW3c7lUqVIw6kNwKVE0iyuM9CQ4vYeYGfPxK1M+T/PNmzeJiYkhICAg33Xk59SpU1y7do3AwMA8dZWjo6NJT08nMDAwzyGKQgghhBBCCCGEECJHSkoKjo6OJCcn4+DgUGC/x0ouOzs7c+TIEcqWLYuzszOxsbFYWlpSoUIFUlNT/9XEhXiZtGnThm7dutGlS5cH9vv888+5cOEC77zzDg0bNmTs2LHEx8fTqlUr3nzzTRwcHPD29mbv3r0A1KxZk9OnT+Pt7V2oeeT+wHjWkstCCCGEEEIIIYQQ4ukrbHL5scpilCpVij179ij3KpWKP/74Ax8fn8cZToiXloXF//0RfP3116lWrRq1a9emdu3alCtXjvbt25v1PX36NL169aJ48eIAdOrUiVdffZVixYrx0Ucf0a9fP/r27cvo0aMLnVg2k5mek/B9WldmWoFTiYuLw9/fH2dnZ0aNGkVh/h5s3bp1eHl54eHhwZo1a8zaIiIiKF68OGXKlGHnzp3Kc29vb1Qqldn1WN9OCCGEEEIIIYQQ4iXzWAf6zZgxg3bt2vH111+TkZHB8OHD2bt3LytWrCjq+Qnx0rC3t2fp0qVUqlQJgA0bNrB69WqzPr1796ZLly7873//yxPfu3dvPvvsM4xGI1u3bn28SVyKBcvHPufzsWitrHCzdzR7ptPpCAoKonnz5kRFRTF06FCWL19O7969CxwnLi6O0NBQIiIiqFu3LsHBwfj5+VGxYkW2bdvGyJEjiYqKwt3dne7duxMdHY2rqysnTpzAaDQq48ycOZMbN248sfUKIYQQQgghhBBCvCgeK4vUokUL4uLi+O6776hZsyYlS5Zk+vTplClTpqjnJ8QL7d6kpoeHB927dzdrb9iwodIvt0awjY0Ner0evV4PQFpaGlFRUUycOJE2bdpw584d/Pz8GDFiBEFBQbz66quFns/uSbOxs7f7l6t6NG72jpR2f8Xs2c8//0xycjKzZ8/G1taWqVOnMmjQoAcmlyMjI2nUqBFhYWEADB48mJUrVzJ58mQWLFhAz549adu2LQBt27Zl/fr1hIWFmf3TjtTUVJYtW8aBAweewEqFEEIIIYQQQgghXiyPvUWxXLlyfPjhh0U5FyFeOvceqrds2bJ8+0RERLBs2TKmTJmiPMvOziYzM5Nt27YRFBREw4YNWbVqFYGBgQBs3ryZr776innz5rF3716cnJye6DqKWmxsLAEBAdja2gJQvXp1Tp069dCYli1bKvd16tRh0qRJSlu3bt3M2vbs2aMkonMtXLiQli1bSlkMIYQQQgghhBBCiEJ4rOTy1q1bqVu3Ls7OzkU9HyFeKpGRkZQuXZqGDRtSokTOQXpZWVlYWVkBoNVq+f333xk4cKCycxlg2LBhDBs2jMzMTDQaDWPHjlUSywBBQUEEBQWh1+vRaAr/xzxw/PD/pCzG2TnLzHYvp6SkmNVwV6lUqNVqEhMTC/y5c3+Mg4MD169ff2hbLqPRyPz58/n++++LZF1CCCGEEEIIIYQQL7rHyiINGDCAxYsX07Rp06KejxAvldwkcm5phoyMDKpXr87GjRupWrUqWq2WYsWKKYnlESNG8MMPP1CsWDFlDAcHB8LCwrCxsQFykqRGo5EzZ848UmIZAC9fcHQtgpUVUmYamfFHuZWabJZc1mg0WFtbm3XVarVkZGQUmFy+Pya3/8Pacm3duhV3d3f8/Pz+9bKEEEIIIYQQQgghXgaPlVweOnQoX375JY0aNXr05JUQApPJREZGBiaTCQALCwsyMjKwtbXl7bffplevXhw8eDBP3KxZs5g1axa7du1i2bJlZgf7/frrryxfvpz//e9/WFhYPN7EtMWgmNPjxRYhFxcX4uLizJ6lpqYqyfiCYhISEvLt/6C2XKtXr6ZTp05FMX0hhBBCCCGEEEKIl8JjZaBcXV1JTEykVq1aLFiwgBUrViiXEOLhLl++jKurKxUrVgRyDvNzdXXFYDAwadIk3n33XdRqdYHx9erVY/fu3fz444/Ksy+++ILXXnvt8RPLzxB/f3+z5Hp8fDw6nQ4XF5dCxxw7dgxPT8+HtkFO7etNmzYRHBxclMsQQgghhBBCCCGEeKGpTLlbJx9Bo0aN8h9MpWLnzp3/elJCvCySkpJwdnYmOztb+VcA8fHxSn1gJycnjhw5Qrly5YiNjeXtt9/Gzs4OtVpNcnIyjo6OyliXLl2iZMmSqNVqMjMzcXV15ffff8/3vTqdzuwwwZSUFEqVKgWjPgSXEk9wxfdJT4LTe4iZMR+/MuWVx3q9Hg8PD6ZPn07v3r3p27cvN2/eZPPmzSQlJWFvb58n+R4bG0v9+vU5ePAgPj4+vPnmm3Tv3p0RI0awadMmBgwYQHR0NBqNhlq1ajFnzhw6dOgAwM6dO+nVqxeXL19+emsXQgghhBBCCCGEeEalpKTg6OhIcnKyUs41P49V0+K333577IkJIfJKTEzkzJkz2NjY0KRJE/bv30/VqlXN+vj6+nLlypUied+0adOYOHFikYz1JGg0GiIjI+natSujRo3CwsKCXbt2AeDs7MyxY8eoUaOGWYyvry/h4eHUrl0brVZL+fLlGThwIJBzwOHatWspXz4ngd24cWOzXcq//fYbr7/++lNZmxBCCCGEEEIIIcSL4rF2Lgsh/p3ExER+//13fvvtN2bMmEGFChXo27cvI0eOZNKkSej1eiZNmmS2cznXTz/9RMeOHfHw8MgzbmZmJgBXr1594Puf9Z3LuW7evElMTAwBAQG4uhbuoMFTp05x7do1AgMD89RVjo6OJj09ncDAQOWQRCGEEEIIIYQQQghh7onuXLawsCgwMWMwGB5nSCFeKocOHWLkyJGEhIQA8McffyhlMcaNG4dKpUKv12Mymdi5cyebNm2iZcuWVK5cGSsrK8qUKZPnwDuAHTt20KdPn4e+39raGmtr66Jd1BNQokQJWrdu/UgxVapUoUqVKvm2+fv7F8W0hBBCCCGEEEIIIQSPeaBffHw8Fy5c4MKFC8TFxbF8+XKqVq3K6tWri3p+QryQWrRowR9//MGwYcOUZz///DP9+/enWbNmlCtXDm9vb1JTU9m5cycmkwl7e3sgp7b5uXPnqFatWp6rb9++/25HbmZ6zm7ip3VlpuWZQlxcHP7+/jg7OzNq1CgK848r1q1bh5eXFx4eHqxZs8asLSIiguLFi1OmTBmzmvDe3t6oVCqzy9vbu3DfSQghhBBCCCGEEEI83s5lLy8vs/vKlSvTokULgoKC6Ny5c5FMTIgXWX4JYCcnJ6pWrUq3bt147bXXcHFxoVixYkyaNIkKFSqY9S1XrlyBO5fDwsIef2KXYsHysX4sPDatlRVu9jkHE+p0OoKCgmjevDlRUVEMHTqU5cuX07t37wLj4+LiCA0NJSIigrp16xIcHIyfnx8VK1Zk27ZtjBw5kqioKNzd3enevTvR0dG4urpy4sQJjEajMs7MmTO5cePGE1+vEEIIIYQQQgghxIuiyLJINjY23Lx5s6iGE+KFd/XqVX755Rc0Gg1qtZp69epRr149sz5GoxG9Xm/2LDs7+4Hj/pvSNLsnzcbO3u6x4x+Hm70jpd1fAXJ2bycnJzN79mxsbW2ZOnUqgwYNemByOTIykkaNGilJ9cGDB7Ny5UomT57MggUL6NmzJ23btgWgbdu2rF+/nrCwMLN6QampqSxbtowDBw48wZUKIYQQQgghhBBCvFgeK7ncqFEjs52XRqORU6dO0axZsyKbmBC5TCbTM334ml6vV+ol57p16xa7du1SairnZ9++fSxYsIClS5cWuL6srKw8yWW9Xq+Uxbhfeno6WVlZj7GKHDV8yj6wSPuTFhsbS0BAALa2tgBUr16dU6dOPTSmZcuWyn2dOnWYNGmS0tatWzeztj179uTZ3b1w4UJatmwpZTGEEEIIIYQQQgghHsFjJZd79epldq9SqfD09OStt94qijmJF9jChQtZunQphw8fNnteqVIl5s2bR9OmTfPENG/enHfeeYfu3bsDkJycjJOTE3q9HrVaXWRzW7t2LeXLl6dGjRoYDAb0ej2WlpakpaXh6OjI3bt3sba2Jjs7G5VKhaWlJQCtW7dWEpq5SeKkpCTCw8O5ffs2/fv3z/d9Xbp0oUuXLmbPPvnkE6ZNm6YkV21sbGjXrh0XLlxQ+rRo0YKEhASlBnNROh5//qnuXL531zLknETq4+Oj3KtUKtRqNYmJiTg7O+c7xv0xDg4OXL9+/aFtuYxGI/Pnz+f7778vkjUJIYQQQgghhBBCvCweK7ncs2fPop6HeMF98cUXLFy4kLS0NJKSkvLsur1w4QJhYWGoVCq++uor3n77bSCndMTevXuJjIwkKysLjUaDvb09arW6SBPLkFNLvE2bNnz33XcYDAaGDh2KRqNRDpRr2LAhJpMJg8HAsGHDCA0NBWD+/Pm0atUKrVbLqFGjUKvVlCtXjs2bN5slLLOysrCysgJg9uzZfPDBB9ja2mIymdBqtfz9999YWVnRrVs3li9fDsCuXbsYOHCg2TwtLS2VxPb9MjMzefPNN5k5cyYNGzZ85G8QOH74U625rLWy4uycZUqCWaPRYG1tbd5HqyUjI6PA5PL9Mbn9H9aWa+vWrbi7u+Pn51ckaxJCCCGEEEIIIYR4WTxWFmnGjBkMGzbMLMG1c+dOJk6cyO7du4tscuLFMWzYMIYNG0ZkZCSrVq1i165dZu3e3t5ERkbSpEkTs+dfffUVoaGhlC5dmpo1azJt2jRatGhh1ufYsWPUrFnzX8+xTp06LFy4kN27dzNmzBg6duyoJJOjo6Np164dJpMJvV5PUFCQEle2bFl27tyJpaUlvXr14ocffsDW1pbs7GwMBgOLFi0iKyuLu3fvkpiYiJ2dHZaWlkoS+ebNm9SuXRtAST7fy8LColDzz8jIoEuXLhw5cuTxP4KXLzi6Pn78o8hMIzP+KLdSk5XksouLS56DClNTU/P9LrlcXFxISEjIt/+D2nKtXr2aTp06/evlCCGEEEIIIYQQQrxsHiu5PHbsWAYMGGCWXK5SpQqHDh0qsokJkZyczNdff83UqVOBnB27ubtQTSYT48eP55tvviEjI4MbN24UyTtbtWpFq1atAAgMDEStVqPX6xk3bhxNmjRRDtjTarUA3L17l3PnzvHaa68BOYnKXJ9//jlxcXHKLuR73b/zOLdms0ql4vjx40yYMAGAixcvFnrugwYNonLlysTGxhY6Jg9tMSjm9Pjx/5K/vz+LFy9W7uPj49HpdLi4uDww5uDBg/Tp0wfI+csGT09Ps7bGjRvnaQPQ6XRs2rRJqdEshBBCCCGEEEIIIQrvkZLLe/bsAXISe/v376dYsWLK/fbt26lUqVLRz1C8cGJiYpSdurnySw7PmDGD5ORks2dLlixh9OjRyg7i6dOn8/777//rObVs2ZK4uDicnZ05ceIEffv25ejRo1hZWaFSqXB1dSU8PByTyUR2djZWVlbs37+f3bt3ExISwpgxYxg7dmyeg/0eZN26dezatQuDwWBW4sPZ2VkpG6JSqQq9E3n8+PH4+Pjw7bffPrSvTqdDp9Mp9ykpKYWe95PUoEEDUlJSWLZsGb1792bq1Kk0adIEtVpNUlKSUhLlXh06dKB+/fqEh4fj4+PD3LlzlfrcISEhDBgwgN69e6PRaFiyZAlz5sxRYvfv34+TkxNlypR5qusUQgghhBBCCCGEeBE8UnI5t9aySqViwIAByj/Xt7CwoFy5cqxYsaLoZyheOLVq1cq3LMa9YmNjWbhwISEhIezdu5d58+Zx5swZateuzapVq6hatSpTp04lNja2SGovb968mVu3bilJ78WLF7Nr1y7OnDmTp2+ZMmVo1qwZkHO43p49e+jXrx/9+/fHzc0Ng8GQb03ke2suQ07iM7csRkBAAAB6vR4vLy9CQkIAcHNzY+3atYVaw70H1z3MtGnTmDhxYqH7Py0ajYbIyEi6du3KqFGjsLCwUH6vODs7c+zYMWrUqGEW4+vrS3h4OLVr10ar1VK+fHmlTnVQUJByUCNA48aNCQ4OVmJ/++03Xn/99aeyNiGEEEIIIYQQQogXzSMll+Pj44GcZPLJkydxcHB4IpMSL7bo6Og8B/pdv37d7N7d3Z25c+cSHR1N8eLFGTFiBAMHDqRTp05UrFhR6afX6x9pt3BBcse4d6w1a9aQnp6uHC4IsGPHDnbv3q0klwH8/PyU3cXbtm0jKCiIYsWKkZWVhcFg4Mcff+Tu3buUK1fuoSUrdDod27dvV2pPJyYm/uu15Wfs2LEMHz5cuU9JSaFUqVJP5F2Pqk2bNpw/f56YmBgCAgJwdc2pAZ17sGJ+pkyZQmhoKNeuXSMwMFBJ4qtUKlauXMnQoUNJT08nMDAQlUqlxH366adPdjFCCCGEEEIIIYQQL7DHyso1b948352ZQuTHaDRiMpmUHcb+/v4F7lw2Go1kZ2fj4eFBaGgo0dHRODs74+fnl2fc1atXs3DhwjyJ6qKi0WjYvXu32e7lhIQEGjVqlKfv+vXrSUhIoF+/fmRlZQEPrrkMsGLFClatWgVAyZIlgZw60/379+eTTz4BYNeuXQwePLgolwWAtbW1Ur/6WVSiRAlat279SDFVqlShSpUq+bb5+/sXxbSEEEIIIYQQQgghxD0sHifo559/xsbGJs/z3KSaEPeKjo6mXr161K9fn+XLl6PX63njjTfMrpIlSzJhwgTefPNN6tevT1JSUoHj5e5grVy5Mj179sxTjiUrK4tbt26Rlpb2WPP966+/WLJkCSqVivDwcI4cOaJcY8eOzdPfaDQyfvz4R9pBbTKZeOedd9Dr9Vy9ehWj0QhAXFzcf1u7PDMd0pOezpVp/v8nLi4Of39/nJ2dGTVq1AN3Kudat24dXl5eeHh4sGbNGrO2iIgIihcvTpkyZdi5c2ee2Js3b+Lq6kp0dHRhvowQQgghhBBCCCGEuM9j7Vy+efMmkydP5uzZsxgMBiAnWXb69Glu3rxZpBMUz7+6dety+PBhIOf3zpAhQ5gzZw4eHh4AbN++nTVr1vDFF1/g5OT00PH0ej3ly5fH19eXmjVrcunSJaKioujTpw8ajYZNmzbRsWNHevbsWeCu4fxkZ2eTkpJCq1atGDlyJABz5swhKipK6ZPfzuU1a9aQnZ2t1CQvjNw/NwBWVlbUrl2brKwsYmJiWLZsWYFxGRkZqFSqfP9yp0hcigXLf19mpLC0Vla42Tui0+kICgqiefPmREVFMXToUJYvX07v3r0LjI2LiyM0NJSIiAjq1q1LcHAwfn5+VKxYkW3btjFy5EiioqJwd3ene/fuREdHKyU2AIYOHUqHDh1kV7MQQgghhBBCCCHEY3qsLFKPHj1wd3fH1tYWvV7P22+/zaeffqocoiVEfvbs2UO3bt1o27YtLi4uyvOqVauSkJBAtWrVWLFiBW+99ZbSZjQalUSspaUlFy9epGHDhpw+fVrp89NPPzFlyhT69u37r+a3efNmVCoVS5YsoUGDBgwYMIDw8HAl0QywcOFCDh06pNwnJyczevRopk+fjkqlwmAwFHjAoF6vx2g0YmVlRd26dZUD+FxcXPjhhx9Yt24dpUuXxtPT0yzu3hrBAwcOxMnJiS+//PJfrbUguyfNxs7e7omMnR83e0dKu7/Chg0bSE5OZvbs2dja2jJ16lQGDRr0wORyZGQkjRo1IiwsDIDBgwezcuVKJk+ezIIFC+jZsydt27YFoG3btqxfv17p+9NPP7Fjxw7+/PPPJ79IIYQQQgghhBBCiBfUYyWXDx06xLlz5/jrr7/48MMPee+99/D29ubTTz9l/PjxRT1H8QKYNWsW06ZNY/HixbRv396szdPTkx9//JF58+bRqlUr9u3bR+3atYGcA+5SUlIA6NOnD2PHjuX99983i7e3t2fWrFlYWORUeQkJCWHevHlcu3btkebYs2dPGjVqROXKlYGcncz3On36NBMmTGDUqFHKs+nTp2NtbU3Xrl3Zu3cvzZo1w8rKCrVajdFoxGg0snbtWrKzszEYDLRt25Yffvghz27Z9PR0PvjgA4YOHao8i4iI4LvvvjPbbXvvTuyvvvqKmjVrUr9+fQBGjhzJqFGjuHjx4iOt+141fMr+Jwd1xsbGEhAQgK2tLQDVq1fn1KlTD41p2bKlcl+nTh0mTZqktHXr1s2sbc+ePYSFhXH37l0GDRpEixYt+PHHH6lfvz7ly5d/AqsSQgghhBBCCCGEeLE9VnLZ09OT7du306lTJ06dOsXdu3epVq0aJ0+eLOr5iRdE165dCQkJwcvLq8A+Q4YMoVmzZlSsWFF5tmjRIuXXvXr1olevXg99V2JiIkuXLmXTpk2PNMdixYopiWWAJUuWmLVXrlyZS5cumR2EN3HiRDw8PJQ5e3t7Y21tTXp6OiVLlsTNzQ03NzcSEhJ444036NGjB5BT3sLS0lI5GPPatWtcuHCBChUqKGOXKlUKf39/3n33XSDvwYhbtmzBzc1N6b9ixQoGDRoE5JSpyc7OxsrK6pG+wfH4809l53LujuVcKSkpyk5uyNmtrVarSUxMxNnZOd8x7o9xcHDg+vXrD22bM2cOV69excHBgRMnTjBq1Cjmzp1L165di3SNQgghhBBCCCGEEC+6x0ouT58+na5du9KiRQuCgoKoXbs2JpOJN954o6jnJ14QufWVH+bexPLjcnZ25tChQ4+cWC2MexPLkFOqY+DAgQQEBDB48GB+++03DAYDlSpVYsmSJZQrVw69Xo+XlxddunTB3d0dgAYNGnDjxg0luZyZmQnAgAEDlLFNJhNZWVm4urpSpUoVoqOjadSoETY2NqhUKlJSUti3bx+DBw8G4M6dO9SqVQsLCwt0Oh2enp6cOXPmkdYXOH74U6m5rLWy4uycZUqCWaPR5Pm2Wq2WjIyMApPL98fk9n9Y29dff83w4cOZMWMGALVq1WLEiBGSXBZCCCGEEEIIIYR4RI+VRWrbti3Xr1/Hzs6Or7/+mtWrV5OamvpIB5oJ8SQ9icRyQSwsLKhduzYlS5Zk3rx5jB49mvfff59p06axZMkSFi9eTK1atejUqZMSc+TIEeXXf//9N++88w779u2jY8eOvPHGGzRo0CBPUrVu3bpKghSgRYsWhIWFERISAkCJEiXYt28f5cqVe/zFePmCo+vD+/0bmWlkxh/lVmqyklx2cXEhLi7OrFtqauoD/z+6uLiQkJCQb/8HtV29epW3335bafPz8+PGjRtkZGQoZTmEEEIIIYQQQgghxMM99hZFJycnALKyspR/6p9b81aIl0mHDh24du0aycnJXLp0iR9++IGsrCwMBgMBAQH88ccfuLi4UK1aNV577TXWrFnDoUOH+OWXXzh06BB79uyhQ4cOREdHc+TIEdasWUOvXr2oWrUq77//vpI8vl9ISAiVKlVS7j/++OMCd/kWmrYYFHP6d2M8Bn9/fxYvXqzcx8fHo9PpzA5+zC/m4MGD9OnTB4Bjx44phyHmtjVu3DhPW8mSJbl7964yzqVLl3B2dpbEshBCCCGEEEIIIcQjeqxscGpqKv369aN48eLY2toSFxdHyZIliYmJKer5CfHMi4uL47PPPuP06dNER0czYsQIQkNDiY2N5dChQ6SmpnLp0iU+//xzrly5QmZmJpmZmezZs4fmzZtz9uxZli9fTpUqVXjnnXeIiori+vXr9OnTh7Jly5KRkUFWVhYABoOBjIwMDAYDYWFhVKtWTZnH4MGDzQ7/e5DcgxLvvf5LDRo0ICUlhWXLlgEwdepUmjRpglqtJikpCYPBkCemQ4cOREVFcfLkSdLS0pg7dy7NmzcHchLv8+fP59q1a/z9998sWbJEaevatSvjxo3jjz/+4MSJE3z44YdSEkMIIYQQQgghhBDiMahMJpPpUYNCQkJISUlh+PDhdO7cmRMnTvDdd9/x/fffc+jQoScxTyGeWbmlKNzd3VGr1YSFhVGuXDk++OADpY/RaOT27dvcunWLBQsWsG7duoeW7rh06RIlS5bEZDKxevVqGjT4f+zdeXxN1/7/8ddJTpIjkTkhEjJQUkPFFEJupYY2hgZNcBEzRdEElbZalJYoVS0alBiKVgwtVTXPQ1UjMgglplAxD8mR6SQ5Ob8/crO/jgxCae+v9/N8PPbj2nuttffaW2/+eGf5rNb88ssvBAcHY2ZmpmzsVywtLY2CggJMTU1JTEykfv36Zd57ypQpTJ06tWRDxAfg4PJkH+BJZaXD7weJm7WAJjVrK5c3b95M7969qVSpEiYmJuzfv5969eqhUqmIj4+nUaNGJW714YcfMnv2bDQaDbVr1+bQoUNUqlQJg8FA//79+f777wFo164dmzdvRqVSkZ+fz4QJE/j222/JzMykU6dOLFu2DCsrq+f73kIIIYQQQgghhBD/n9Bqtdja2pKRkYGNjU2Z/Z4qXLazs+PkyZPUqFEDe3t7EhMT0Wg01KpViwcPHvypiQvx/6Nu3bpx5swZdDodV69eLbExYX5+PjVr1mTbtm0Vvqdarebq1au4uJQf9l6+fJmxY8dy4sQJ3n//fXr16qWUrSmLTqdDp9Mp51qtlho1avyt4TLAjRs3iIuLw8/Pr8KrsE+fPk1aWhoBAQElAvvY2FiysrIICAhApVI9qzcQQgghhBBCCCGE+EeraLj8VDWXX3zxRVasWMGkSZNQqVSoVCoOHjxY7kpJIf7JNm3ahF6vp2PHjowYMYL33nvvsWM+/fRTpk2bhpOTk3Lt8uXLnDlzpkQ4XZrc3FxmzZpFVFQUY8aMYc2aNVhYWFRovhYWFhXu+1dycXGhc+fOTzSmXr161KtXr9Q2X1/fZzEtIYQQQgghhBBCCFGKp6q5PH/+fObNm4ebmxsPHjygZ8+ehIeHExUV9aznJ8T/F3JycujevTvx8fFMnz6dZs2aKYeNjQ0hISEUFhYajalcuTLdu3cnNTVVOSwsLB5bLgPgwIEDNGjQgKSkJBITE5kwYcKzCYtzs4pWFj/PIzez1EcnJyfj6+uLvb09ERERVOQfVWzYsAEPDw9cXV1Zs2aNUVtUVBRVq1alZs2a7N27t8TYGzdu4OjoSGxs7GOfI4QQQgghhBBCCCFKqvDK5bi4ONzd3XF2dsbX15fz58/z888/c/XqVapXr07nzp2xtbV9nnMV4r/Srl27GDNmDD179mTNmjUMGjSIl156ibFjxzJnzhyOHz/Ot99+i4lJyd/lbNiwgf379yvnD5eqKMv8+fOZMmUK8+bNIzQ0tNQ+n376Ka+++ipNmzZ9spe5nAhmT/UPGp6IxtwcJ+v/+3mh0+kICgoiMDCQmJgYwsLCWLFiBYMGDSrzHsnJyYSGhhIVFUWLFi0IDg6mSZMmeHt7s2PHDsaPH09MTAzOzs707duX2NhYo1IbYWFhhISEyOpmIYQQQgghhBBCiKdU4ZrLLi4uHDhwAG9vb+rVq0dsbKxsgCVK+Pzzz6lSpQr9+vV7bs8oLCxEr9djZmb22L4FBQVAUf3isuTn55OXl/dU/z1fuXKFiIgI3n//fRo3bkxubi4nT55kwIAByoZ8X3zxBR4eHlSqVInKlStTpUoVoCgAPnPmDCtWrFDup9FoSExMxMvLi0qVKpGWlmZUc/n+/fs4OTmxZMkS+vXrV+o3uH37Ni+88AKffvopb731VoXeo7iOzoGEE1S2rvzE3+FJOVnb4u5cRTnftGkTgwcP5urVq1haWpKYmMioUaM4fPhwmfcYM2YMZ86cYfv27QDMnTuX27dvM23aNLp164aLiwuLFi0CYOzYsdSvX5+hQ4cC8PPPP9OvXz9SUlKMypIIIYQQQgghhBBCiOdQc/nBgwfY29sDcObMmRL/xF/8cxUUFPDaa6/Ru3dv3nzzzTL7qNVqWrRoQUhICCEhIVSqVInCwkI+++wzo5CwWbNmTJkyhby8PCwsLLC3ty91Ve/DtFotn332GeHh4Rw8eJA2bdpgYmJitEmbXq/H1NRUOTcYDBQWFrJw4UJGjBhR5r1///13WrduzR9//EHbtm2Jjo7Gx8enQt/G3d2dtWvXMnPmTF5//XWsrKzw8/Nj6tSp+Pv7s3PnTtauXUtCQgKXLl1i8uTJjB8/HoAmTZpQo0YNVCoVmZmZWFlZMWDAAE6fPk2zZs0wMzPj888/x9TUlOHDh+Pl5YWNjQ2vvPIKw4cP55133sFgMJCRkWH03iqVCr1ej7+/f4Xe4WGNvGqV+wPjeUlMTMTPzw9LS0sAGjZsyOnTpx87pmPHjsp58+bN+fjjj5W2Pn36GLUdPHiQoUOHkpOTw6hRo+jQoQNbtmzB39+f2rVrl7i/EEIIIYQQQgghhChfhcPlNm3a0LlzZ1566SUA3nrrrVJrwy5btuzZzU78V5g9ezZpaWnMnDmTjh07Ur169RJ96taty82bNzEzM8NgMFCtWjXy8vKYMmUKZ86cwdPTk169ejFu3Djlvxtzc3MsLCw4ceIEnp6eQFHt4kqVKin3zcvLw9zcnNdff53KlYtW1LZu3RqdTmf0319hYSEWFhZkZGQoASUUBc7Fi/MfDZ+LqdVqrK2tsba25vPPP2fhwoUsWLCgRODt7u7O6NGjeffdd5Vrnp6eXL58GYAqVarQrVs3IiMjUavVRm0uLi6MGDGCMWPGAEX1fseMGaOslvb396dXr15s2bKFyMhIMjMziY+PR6/X869//YtJkyYBYGpqyqxZsxg5ciTLli2jfv362NvbU6tWLaO5njx58qlW5CZcuvC3rFzWarV4eXkp5yqVClNTU+7fv6/8UutRj46xsbHh2rVrj22bO3cuV69excbGhqSkJCIiIpg3bx69e/d+pu8ohBBCCCGEEEII8U9X4XA5JiaGFStWcPfuXVQqFTVq1ECj0TzPuYn/AuvWrWPWrFkcOXKE/fv3ExQUxNatW6lWrZpRv8TEREaMGMHChQuxsrJizpw5HDlyhPfee4+3334bDw8P/P39uXjxIh06dFDGqdVqzp07x6+//kqvXr348ssviYuLY8OGDQB89NFHSshbHAybmJiU+MXGrVu3sLKyMgqWHx4DRWUUYmJiSpS/0Ov1XLt2TQm4CwoKiImJIS0tTen7+++/88cff7Bz506jcBlg9erVdOzYkXPnztG/f3/c3NwIDw8vt83FxUVZmatSqfj1118JDQ1lxowZODo6YmZmRoMGDVi5ciVt27ZV5rF27VoyMzPJycmhTZs2nD9/HrVazaeffmo0p759+1ZoQ7xHBUwe95fVXD47d7kSMKvV6hIbEmo0GrKzs8sMlx8dU9z/cW2LFy9m3LhxzJo1C4CmTZvyzjvvSLgshBBCCCGEEEII8YQqnCJVrlyZ0aNHAzB16lQmTJjwt/zzefHXMBgMREVFMWHCBGJiYqhbty5169YlJSWF5s2bM3fuXIKDg5X+lpaWxMXF8dVXX/Hee++xZ88e2rZtC/xfwHvq1CnMzc1p3Lix0bMsLCwIDw+nZcuW7N+/n86dO9OsWTP27dvH/v37GT9+PImJiSXm+Pbbb/PTTz8BRYFwZmamEhADODg4cOLECeV8/vz5zJ8/v8R9srKysLe3JzU1tczvsWvXLgICAjhy5EiJ1dVWVlY4ODjQokULhg0bxtatW5Vwuay27Oxso5B848aN3Lt3j969e5Obm6sE6nv37iUoKEh51sKFC3n55ZextLTk1VdfZfPmzfTs2VMJ44t169at1H9Z8FgePmDr+Ph+f0ZuJrmXTnDnQYYSLjs4OJCcnGzU7cGDB+W+g4ODA7dv3y61f3ltV69e5fXXX1famjRpwvXr18nOzi7xywkhhBBCCCGEEEIIUbbyC92WYc2aNbKZ3z/Y4cOHadu2LVOnTmXXrl107txZafviiy+YPHkygwYNokmTJsycOZOMjAwKCgoICwvj4sWLPHjwgMOHDzNgwAByc3OVsbt376ZTp05GdZKhqNzEpEmTGDVqFAkJCQwbNozatWvzwQcfkJKSYhQEPiwjI4O+ffuSmprK1atXKSgoIDU1ldTUVFasWMHNmzdLjOnfvz+enp7KMW7cOKysrDA3N+fevXsAREZGlgizd+7cSbdu3ahevToHDx4s89up1Wry8vIe21b8/Xx8fKhWrRrDhg3j7t27+Pj48N577wFFpT527dqlvH9BQQEJCQkEBAQo81y+fDnHjh3j+PHjJY6OHTty69atMudaKo0VWNk930NTsuyGr68vR48eVc4vXbqETqfDwcGhzKk+OiY+Ph43N7fHtlWvXp2cnByl7fLly9jb20uwLIQQQgghhBBCCPGEnipc/ve//11q7Vrx/7/Lly/TsWNHXnjhBerUqUNgYCB2dnZoNBosLCyws7PjnXfeoU6dOnTu3JlNmzaRkJCAk5MTH374Id9//z1eXl6YmZnh7e1Nq1atlHufPn26ROmDYm+99Rapqal06NABjUbDp59+yuLFi3njjTfKHPNwTeRTp07h7u5uFKY+GmJDUSC9aNEiUlNTmTJlClqtFoBatWpx8eJFMjIymD59utGGlfn5+Rw4cICWLVvSsmVLdu7cWep8bt68ybfffquEv+W1rV27ltOnT7Ns2TKsra3Zs2cPSUlJnD59mrlz5wJFdZkLCwuV9zh37hy+vr5KLWUPDw8uXrzI8ePHadSoEbNnz2bMmDG8/vrrHD9+nMzMzFLnCaDT6dBqtUbH36l169ZotVqWL18OFAXn7du3x9TUlPT0dPR6fYkxISEhxMTEcPLkSTIzM5k3bx6BgYEAdO/enQULFpCWlsbNmzdZunSp0ta7d28mTZrEqVOnSEpK4oMPPpCSGEIIIYQQQgghhBBP4fkXVxX/X/Hw8CA1NRVHR+PSCFOmTOHOnTt89dVXRtc/+eQTANLT08u8Z/EmdjNnzqR58+YsX76cQYMGGfUxGAzk5uYSGxtLXl4ezs7O2NnZldhUryzFAWSVKlXK7VdQUGB0Xhxa+vj4EB8fz08//cQbb7xhVLrjl19+IT8/n8aNG9OqVSsWLFhgdI/Q0FBMTU3JysoiODiYiIiIx7YZDAaio6MZM2YM1tbWjBw5EoCaNWuybt06AFxdXVmwYAGdO3fmt99+o27duuzatYuEhATl/jqdjmbNmnH58mUOHTpEfn4+ubm5bNmyhcuXL5Ofn1/qd5gxYwZTp04t91v9ldRqNdHR0fTu3ZuIiAhMTEzYv38/APb29sTHx9OoUSOjMT4+PoSHh9OsWTM0Gg21a9dWvmNQUBDr16+ndu3aALRr104p4zJlyhR0Oh3t27cnMzOTTp06KfWXhRBCCCGEEEIIIUTFSbgsSnB0dESv16NSqcoMdwsLCyksLEStLvpPKCEhgaCgIKMV7W5ubhw5ckQ5t7e35+uvv6ZHjx707t3baEPIJUuW0KBBA+7cucP8+fO5d+8ePj4+fPfdd4wbN67MORRLSUnB19e3zPZiOp2OAQMGUKlSJTIzM5XVrK1bt2b58uWkpKRw/PhxozE7d+4kLy+PKlWqUFBQQFZWFjdu3MDFxQUoKhUSGBhIlSpVjGoxl9fWq1cvDh06RMuWLdm9ezcAqampdOnSxWh8jx49+Pbbb1mxYgXDhg0r8T6pqakUFhZiYWFR6krtskyYMMHou2q1WmrUqFHh8c9Dly5duHDhAnFxcfj5+Sm/4ChvY8Lp06cTGhpKWloaAQEBSl1llUrFqlWrCAsLIysri4CAAOX7mJmZMXv2bGbPnv38X0oIIYQQQgghhBDiH0zCZVGqxYsXExkZqYTF6enpFBYWsmXLFqBoxe+4ceMYO3YsgBJwnj9/HoDjx4/Tt2/fEvdt3Lgx9+/f58qVK9SpUweAW7duMXXqVPbs2UN+fj5JSUl88sknJCUlMWPGDD799NNS56jT6ZQ/r127ls6dO6PVatFoNFSuXFm5/8OKg1woCi2Tk5O5fPkynTp14s0332T69Ol4eHgYjdm1axfvvPMOo0aNAqB58+bs2rWLfv36AVClSpUSY4qV1fbFF19w7do1AgMDad++PQC5ublKWP+wevXqcfLkyVLvv27dOiIiIsjLy1NW6WZnZ3P69Gl++OGHEmF1MQsLizLLjfydXFxcjGp8V0S9evWoV69eqW2P/sJBCCGEEEIIIYQQQjw7T1VzWfzzvfXWW/zxxx/KBnljxoyhf//+yvkff/yhBMtQtBr0UY/W5R4wYADe3t7UrVuXmjVrKtc3b97M4MGDqV+/Pj4+Pmzfvp3PPvsMd3d3Zs2axZIlS0qd4+rVq5kyZQqfffYZp06dYuDAgUyfPp169epx6dIlpaxCsRs3brB9+3amT5/O66+/TtWqVenXrx9paWmMHz8eR0dHrly5AsC+ffu4d+8e9+7dIy4ujm7duimbALZt27bMussV5erqilqtplGjRmzfvp3t27fzzTffGPW5desWzZs3JyoqSinp8Ki+ffty+vRpvL296devH4sXL8be3p5vv/22zGC5XLlZkJX+fI/ckrWgk5OT8fX1xd7enoiIiHJXKxfbsGEDHh4euLq6smbNGqO2qKgoqlatSs2aNdm7d2+JsTdu3MDR0ZHY2NjHfxMhhBBCCCGEEEIIUSpZuSyeiYKCAlJTU6levTpQtAmevb098H91jYODg+nUqRNdu3ZVVujq9XqGDh2Kp6cnUFTO4LvvvlPum5eXx9mzZ7l48aJRWJ2VlcWuXbuYO3cuf/zxB3v27MHa2pqZM2fi7+/P2LFjWbx4MUuWLFHuvWzZMlauXElQUBBhYWG0atWKtLQ0BgwYQK1atTh9+jQ+Pj4EBAQwe/ZsevXqhaenJ5aWljRv3lx5drt27Zg8eXKFAtDy5Ofnc+zYMaWWcH5+vrKaOD8/nypVqjBp0iT8/f1xcHAw+iYPb3CXl5fHgAEDlHrO/fr1o06dOmRnZ2Npaflkk7qcCGbP/8eCxtwcJ2tboGgFelBQEIGBgcTExBAWFsaKFStK1OV+WHJyMqGhoURFRdGiRQuCg4Np0qQJ3t7e7Nixg/HjxxMTE4OzszN9+/YlNjbWqI54WFgYISEhsrJZCCGEEEIIIYQQ4k9QGf5sQib+ccLDw1m3bh3m5uZKndrs7GwMBgNWVlZAUQkHrVbLkiVLCA0NJSEhgbfffptDhw4BkJSUxFtvvcWRI0d488038fb2Zvz48UbPycvLw8LCgkuXLikB8KOuXbuGj48PPj4+LF++nBo1apCUlESzZs2oUaMGI0aMYNSoUSVC1OzsbMLCwkhJSeHgwYNAUemOh2tIJyQk0LZtW6ZMmcLbb7+NSqXi0KFDvP7669jb25OYmIitre0z+aalOXz4MFOmTDGqudypUyeSk5MxNTUlPz+/1DIZhw4dYvTo0Xz33Xf07NmTmjVr0rFjR3r27Im1tTW7du1ix44d/PLLLyxevJimTZs+di5arRZbW1sOJJygsnXlZ/6uj3KytsXduWjzxU2bNjF48GCuXr2KpaUliYmJjBo1isOHD5c5fsyYMZw5c4bt27cDMHfuXG7fvs20adPo1q0bLi4uLFq0CICxY8dSv359hg4dCsDPP/9Mv379SElJwcnJ6Tm/qRBCCCGEEEIIIcT/f4qzooyMDGxsbMrsJ+GyeGp5eXkUFhYabcz3V7l48aJRaY2yZGZmUrly2WFpRkZGiQA5IyMDU1PTcsc9C3q9nvz8fKPvl5WVRbdu3Vi1apWyYeDj3Llzh7Nnz+Lv7//Uc6noD4znYerUqRw7doytW7cCRbWwHR0duXfvXplj2rRpQ8eOHXn33XcBOHr0KB9//DHbtm3Dy8uLmTNn0rNnTwDWrFnDwYMHWbhwITk5OdStW5dWrVrx2muv4e/vr9SqFkIIIYQQQgghhBBFKpoVSVkM8dTMzc3/tmdXJFgGHhsQl7Yy+XmuVn6YiYkJer2egoICZYWylZUVNjY2TJ06lYULFyp9CwsLyc3NLbXMxbJly1i6dClJSUl/epO+hEsXnuvK5YdXLBfTarV4eXkp5yqVClNTU+7fv6+UVnnUo2NsbGy4du3aY9vmzp3L1atXsbGxISkpiYiICObNm0fv3r2f2TsKIYQQQgghhBBC/K+QcFmIv8m9e/dwc3NDo9GUWv5i/fr1yp+Lw+Xi8iTF5UpycnL44osvWL58eYlgWa/Xl9hU8XECJo97rjWXNebmnJ273ChgVqvVJeau0WjIzs4uM1x+dExx/8e1LV68mHHjxjFr1iwAmjZtyjvvvCPhshBCCCGEEEIIIcRTkHBZiL+Jo6Mjubm5Tzxu6NChbNy4ERMTE7Kzs8nPz6dv375GffLz88nMzOTy5cvKJosV4uEDto6P7/c0cjPJvXSCOw8yjMJlBwcHkpOTjbo+ePCg3JXxDg4O3L59u9T+5bVdvXqV119/XWlr0qQJ169ff7rND4UQQgghhBBCCCH+x0m4LMTfrLCwkKpVq1Je+fNr164pAenSpUtZunQp169fp27duvz888/4+/uTmZmJg4PDn5uMxgqs7P7cPZ6Qr68vS5YsUc4vXbqETqcr9118fX05evQoQ4YMASA+Ph43Nzejtnbt2pVoq169Ojk5Ocp9Ll++jL29vQTLQgghhBBCCCGEEE/B5O+egBD/60xMTNBqtSQkJHDnzh2jIzk5mbt372JmZlZi3JtvvkloaCht2rRh586d1K9fv8LP1Ol0aLVao+Pv0rp1a7RaLcuXLwcgMjKS9u3bY2pqSnp6Onq9vsSYkJAQYmJiOHnyJJmZmcybN4/AwEAAunfvzoIFC0hLS+PmzZssXbpUaevduzeTJk3i1KlTJCUl8cEHH0hJDCGEEEIIIYQQQoinJCuXhfgvUFqA+rDiGssAubm5jB07lpSUFNatWwcU1RV+uIxEQUEBOp0OKyurUu83Y8YMpk6d+gxm/uep1Wqio6Pp3bs3ERERmJiYsH//fgDs7e2Jj4+nUaNGRmN8fHwIDw+nWbNmaDQaateuzciRIwEICgpi/fr11K5dG4B27doRHBwMwJQpU9DpdLRv357MzEw6deqk1F8WQgghhBBCCCGEEE9GZSjv3+ILIZ67goICzMzMsLe3x8TE+B8TGAwG7t27h06nU8Lj9PR03N3dsbS0RKPRAEWB8507d5T6yoWFhajVai5evFjqM3U6HTqdTjnXarXUqFEDIj4AB5fn8ZqQlQ6/HyRu1gKa1KxdovnGjRvExcXh5+eHo2PF6j6fPn2atLQ0AgICStRojo2NJSsri4CAAKNwXgghhBBCCCGEEEKUT6vVYmtrS0ZGBjY2NmX2k5XLQvzN1Go1d+7c4eDBg7zxxhvMnj2bhIQEVq9eTWxsLM2aNTMKR+3s7MjIyKCwsBBTU1MA9u/fz8CBA0lNTa3QMy0sLLCwsHger/PUXFxc6Ny58xONqVevHvXq1Su1zdfX91lMSwghhBBCCCGEEEKUQWouC/E3y8zMpEuXLnzzzTdG13U6Hb169eKNN97gwYMHRm0qlYopU6bw5ptvlrjfhx9+yKRJk55uMrlZRSuMn8eRm1nqI5OTk/H19cXe3p6IiIhyNzYstmHDBjw8PHB1dWXNmjVGbVFRUVStWpWaNWuyd+/eEmNv3LiBo6MjsbGxj32OEEIIIYQQQgghhCibrFwW4m907do1unTpQo0aNVi7dq1Rm4WFBUePHqVr1674+fnx888/4+npCcC6dev4/PPP+eGHH0rcs1u3brz22mtkZWUxZ86cJ5vQ5UQwe34/FjTm5jhZ2yrnOp2OoKAgAgMDiYmJISwsjBUrVjBo0KAy75GcnExoaChRUVG0aNGC4OBgmjRpgre3Nzt27GD8+PHExMTg7OxM3759iY2NNSqzERYWRkhIiKxsFkIIIYQQQgghhPiTJFwW4m8UGhpKnTp1WLlyJXl5eSQmJhIbG4utbVEAW6VKFfbu3Uv37t359ttv+fDDD1m/fj2DBw9mw4YNdOjQAYCMjAyldIavry87d+6kbdu2WFlZ8cknn1R4Pgc+nkNl68rP/kX/w8naFnfnKsr5tm3byMjIYM6cOVhaWhIZGcmoUaPKDZejo6Np06YNQ4cOBWD06NGsWrWKadOmsXDhQgYMGEDXrl0B6Nq1Kxs3blT6/vzzz+zevZuUlJTn9o5CCCGEEEIIIYQQ/yskXBb/OAUFBajVRf9pZ2dnc/bsWRo3bqy079u3jxdffJFq1ao99l4Gg4Hs7GysrKyey1y///577OzsMDExwWAw0L9/f5ycnHjnnXeUPpUqVWLjxo3KhnV79+5l5cqVdOrUCSgKUHfs2EFISIgyxtfXl40bN+Ls7PxE82nkVavcIu3PWmJiIn5+flhaWgLQsGFDTp8+/dgxHTt2VM6bN2/Oxx9/rLT16dPHqO3gwYMMHTqUnJwcRo0aRYcOHdiyZQv+/v7Url1yY0EhhBBCCCGEEEIIUTESLov/egaDARMTE5KTk6lfv365fXU6HY0bN+aTTz4hJCSE1NRUunTpQlJSEvb29gAMHjyYzz77jO7duz/22fn5+VSuXJnU1FRSU1O5fPky/fv3V9rz8vIAMDMzM9p0r9i5c+fYvn073377LdOnT6ddu3ZG7Q4ODsqfzczM+P3330u898mTJ2nQoIFyfeHChUb3+Ne//sXZs2dL1Gxu3779Y9/vUQmXLvylK5e1Wi1eXl7KuUqlwtTUlPv37yt/X496dIyNjQ3Xrl17bNvcuXO5evUqNjY2JCUlERERwbx58+jdu/czfUchhBBCCCGEEEKI/xUSLov/eiqVCgsLCzQaDVC08vjWrVskJyeTlJREUlISd+7coWXLlqxcuZIlS5bQvXt3fHx8qFevHhEREUpYefbsWS5fvkxycjKnT58mPz+fYcOGsWDBAhYvXkzlypVRqVRkZWWRlpaGubk55ubmWFpaUrt2bUaOHEmjRo1o2LAhUBRYzps3j9zcXFQqFampqYSFhZGUlMSFCxfQarU0atSIbt26YWLyf/tnfvLJJ3zyySdYWlqi1+sxNzfn7t27Jd5brVYrK5bLUrt2bfLz85XV2n9GwORxz73m8tm5y5WAWa1WY2FhYdxHoyE7O7vMcPnRMcX9H9e2ePFixo0bx6xZswBo2rQp77zzjoTLQgghhBBCCCGEEE9JwmXxX8tgMKDT6bCwsMDU1BSVSoVOp2Pt2rWcO3cOlUrF6dOnsbCwwNfXl9zcXO7evYu/vz8pKSm888477Nu3D41GwzfffEOlSpVo164dXbp04YUXXkCv15Ofn4+FhQUzZsxgxowZANy9e5datWopoa69vT15eXm4ublx7Ngxjh49SlJSEg0bNiQiIoKIiAhGjx5N1apVsbS0ZPz48ZiYmPDCCy/QpUsXunfvzsCBA43ezczMjJ49e7J69WqOHz9OUFAQe/bs4ZdffsHU1FQJolUqFYsXL8bd3Z2wsLBSv5OJiQl2dnbP5qN7+ICt4+P7PY3cTHIvneDOgwwlXHZwcCA5Odmo24MHD8oN1B0cHLh9+3ap/ctru3r1Kq+//rrS1qRJE65fv052drZSlkMIIYQQQgghhBBCVJyEy+K/1uXLl6lTpw6WlpZkZ2fTpEkT9Ho9O3bsoFWrVgAMHDiQ6tWrM23aNKCoLEZcXBxNmzZl8eLFDBs2jFatWjFw4EDu3btHvXr12LdvH3Xr1i3xvDNnzvDiiy9y9epVqlevDsCVK1eoVKkSEyZM4Ny5c/z+++80aNCAd999V1m9fP/+fdavX8+pU6cAWLt2LceOHWPr1q1lvtujq4zVajVVq1albt26SomN4hIR3t7eynzu3LnDvXv3qFy5shJA37lzB7VazY0bN4CiUD4nJ4fs7Gy8vLyerF60xgqs7Cre/0/y9fVlyZIlyvmlS5fQ6XRG5UJKG3P06FGGDBkCQHx8PG5ubkZtxeVHHm6rXr06OTk5yn0uX76Mvb29BMtCCCGEEEIIIYQQT0nCZfFfy9PTU6lpXLlyZRISEvD09Cx3zK+//kpQUBBvv/02U6ZMQa/XK21xcXHUqVOHl19+Wbnm7+/Pjz/+SG5uLh06dCAqKoq8vDzq1KlDhw4dOH78OCqVCktLS6KionBzc6Nq1apGz3z33Xfp1q0bTk5OQFEphocDy88//5xvv/2WOnXqEBUVBRStNl63bh1btmxBr9fj4OBAgwYNcHZ2prCwUNls0NTUlFdffVV573Xr1hEREYGZmZly/7y8PHQ6HS+++KJyraCgAJ1Ox+HDh2nRokWJ76TT6dDpdMq5Vqst97s+L61bt0ar1bJ8+XIGDRpEZGQk7du3x9TUlPT0dKytrTE1NTUaExISgr+/P+Hh4Xh5eTFv3jz69u0LQPfu3RkxYgSDBg1CrVazdOlS5s6dC0Dv3r2ZNGkS1atXR6/X88EHH0hJDCGEEEIIIYQQQog/weTxXYT473HmzBkKCwvLbA8ICODUqVOcOXOG9PR08vPzeffdd7G3t2fXrl3s27eP69evc+bMGVxdXenQoQNQFAivXbuWIUOG8OOPP9K4cWOWLVvG7du3GTp0KDVr1qRRo0Y0bdqU7777TnmewWDg8OHD7N+/n0qVKnHkyBFMTU2NwuVmzZrRvXt32rZtq1wzMTGhZ8+epKens2/fPmUzwPHjx/Phhx+W+X4jR44kKyuL9PR05YiIiMDS0pIbN24o1zIzM8nPzy81WAaYMWMGtra2ylGjRo2K/QU8Y2q1mujoaEaPHo2TkxM//vgjM2fOBIrKkZw8ebLEGB8fH8LDw2nWrBlubm6YmpoycuRIAIKCgmjXrh21a9fGy8uLxo0bExwcDMCUKVNo3bo17du3x9/fn9q1ayv1l4UQQgghhBBCCCHEk5NwWfzXS01NRa/X07lzZ7p162a04rY0NWrU4Pvvv8fZ2Zn09HRWrFjBe++9R6VKlTA1NcXMzIw333yTkJAQ3nrrLWVcixYtGDlyJN988w2tW7fG1dUVlUpF48aNiYuL46effsLU1JTu3bsrY/Ly8ti2bRtJSUlYWVnRtGlTAKPN+wICAhg+fDghISHKtbIC8kmTJrF69WouXLhQ4e/z008/YW1tzTfffFPhMRMmTCAjI0M5/vjjjwqPfda6dOnChQsX+Oabb/j999+pV68eUBTcN2rUqNQx06dPJz4+ng0bNvDLL79QqVIloKhG9apVqzhw4ABbt25l8+bNSnBvZmbG7NmzuX79Og8ePGDt2rVPVjJECCGEEEIIIYQQQhiRcFn814qLi8Pb25t//etf5Ofn8+WXX3LmzBklSCzL3bt3ad68OXq9nvv37yub3alUKrp06ULdunXZs2cP0dHR1K5dm0OHDiljGzRoAMCePXuUa23btmXnzp1MnjyZiRMnGm02d+LECdq0acPy5ctp1qwZGo3GqBTHwx4OxR/tYzAYAKhTpw4DBw7k5s2bFfhCsHv3bm7evMmmTZv46KOPuHPnToXGWVhYYGNjY3T8nVxcXOjcuTOOjhXfTLBevXq8+uqrpW7+5+vryyuvvKIEy0IIIYQQQgghhBDi2ZNwWfzXqlevHrNnz+bKlStoNBpq165doXH79+9XavWmpKRQp04dpW3z5s38/vvvtG3bls8++4xz584pNZjz8/N5//33mTp1KlFRUSQnJwPg5OSEm5sb5ubmyiZyxVq2bEmfPn1466236NGjB1AUFG/evBknJyd++eUXxo0bh7W1NR4eHso4vV7Phg0bcHJyon379hQUFChtixcvVjYsLE9mZiYjR47kk08+oXnz5oSEhDBixAglqBZCCCGEEEIIIYQQ4nmScFn816pUqRJBQUFGJSYq4ueff6ZHjx4kJiZiaWmpbLRXHoPBwMiRI6lZsyaTJ0/mnXfeYfr06RgMBsaMGQPAH3/8wdWrVzEYDBw8eFAZ26ZNGwBWrlzJ1atXef/997l37x537tzh3r173Lt3jwcPHnDjxg1lTEFBAd27d+fOnTvs3r2b/Pz8J3rHjIwMgoKCaNiwIYMHDwZg1qxZnDlzhlGjRpVbl7pcuVmQlf58jtxM5THJycn4+vpib29PREREhQLxDRs24OHhgaurK2vWrDFqi4qKomrVqtSsWZO9e/cq1+/evYtKpTI6Vq9e/TRfRgghhBBCCCGEEEI8Qv13T0CIiigrfHw0RM3KymLjxo1Mnz6dd999l969ewNFq3wfLp/w8EphgA8//JCffvqJEydOABAWFsatW7cICgoiPT2do0eP8uWXX9KuXTtGjRrFxx9/zI0bN7hx4wb9+/dn1apVnDlzBm9vb/79738TFBREs2bNcHV1xdTUFJ1Ox+3bt7l79y4+Pj5UqlRJKdfx0ksvcezYsRLvptPpyMvLK1HaYcuWLYSFheHh4WFUZ9nKyooff/yR1q1bc+HCBZYvX46rq2sFv/B/XE4Es+f3Y0Fjbo61uYbX2r1GYGAgMTExhIWFsWLFCgYNGlTmuOTkZEJDQ4mKiqJFixYEBwfTpEkTvL292bFjB+PHjycmJgZnZ2f69u1LbGwsjo6OxMXF8fLLL7N582blXlJnWQghhBBCCCGEEOLZkHBZ/FfbtWsXq1evRqfTYW9vr1w/e/Ys3377LTt27OD9999Xrq9Zs4aqVaty+fJlfv75Z06fPs2IESPYs2cPa9asISsri9DQUPbt28fEiROVccOGDSMoKEgJYytXrswPP/yASqVix44dWFlZMWnSJExNTRk/fjyTJk3C3NycBQsW0L17d/r27QvA4MGDWbVqFVFRUZw7d467d++SnZ2thOODBg1i2bJlvPPOO8qzLSws8PLyMnrvqKgoPvjgA9zd3XFzcwOKSmm89tpr7Nu3jzFjxjBz5kzMzMyMxtWqVYtDhw7xxhtv4O3tTVxcnFFZkMc58PEcKltXrnD/J+VkbcuJI7+QkZHBnDlzsLS0JDIyklGjRpUbLkdHR9OmTRuGDh0KwOjRo1m1ahXTpk1j4cKFDBgwgK5duwLQtWtXNm7cyNChQ4mNjcXf318J8oUQQgghhBBCCCHEs6MySIFW8V8sOTmZxYsX06VLF9q3b69cz87OpmfPnrRs2ZIxY8YYrUY9f/48L7zwAn/88Qc1atQgPz/fKISNiYnB29ubxo0bV2gOp06dwsPDg8qVi0LXe/fu4eDgoLQXFhY+tnSHXq9HpVJVqMTHqlWruH//Pm3atKFevXqYmpoqbQcPHsTCwoIWLVoAcOHCBWrVqlXiHjqdju3btyuB6+NotVpsbW05kHDimYfLTta2uDtXUc6nTp3KsWPH2Lp1K1C0Kt3R0ZF79+6VeY82bdrQsWNH3n33XQCOHj3Kxx9/zLZt2/Dy8mLmzJn07NkTKPoFw8GDB1m4cCFdu3blzJkzpKWlYW9vz7vvvsvbb7/9TN9PCCGEEEIIIYQQ4p+mOCvKyMjAxsamzH6ycln8V2vQoAHz5s0rcd3S0pItW7aUOuaFF14AoEaNGgAlVvf26tWrws/Py8ujc+fOtG7dmpUrVwIYBcsAJiYmzJs3j/DwcKMg+GF6vZ6PP/6YSZMmGV2/ffs2HTp0YNq0aXTs2BEoCk7NzMwICwsrcZ/WrVsrf7548SINGjTg119/xcfHx6ifhYVFhYPlhwVMHvfMy2JozM05O3e5EjBrtVqjldoqlQpTU1Pu379vtDr9YY+OsbGx4dq1a49tO3/+PAMHDiQ0NJRjx47Rv39/fH198fPze6bvKIQQQgghhBBCCPG/SMJlIcoxb948PDw8OHHiBIcPH+Zf//pXqf1MTU0JCAhg//79pba/8sorqNUl/+/m7OzMpEmTGDJkCK+88gqLFi1Cr9fj7u5e7rwMBgPDhg0DoF27dkZtd+/eZdSoUXz11VcVeMNHePiAreOTjytLbia5l05w50GGEi6r1WosLCyMumk0GrKzs8sMlx8dU9z/cW2nTp1Srru7u7Nt2zY2bNgg4bIQQgghhBBCCCHEMyDhshBlOHDgALNnzyY2NpYbN24QEhLC3r17lZXRDytrxfLDHg2XMzIyMDMzo1u3brRs2ZKvv/4aa2trdDodlpaW5d7rgw8+4NatW1StWpWffvqJl156CYCPPvqIPXv2MGfOnCd404dorMDK7unGVpCDgwPJyclG1x48eGC04WJpY27fvl1q//LaHlWlShUuX778Z6YvhBBCCCGEEEIIIf7j8QVghfgfFBcXR9++fdmwYQNWVlb4+voyZcoU2rRpw9mzZ0v0V6lUj73nowH0p59+Sp06dfj222+pWrUqkydPRqVSkZWVVW4tm0WLFvHjjz+yd+9eVq1aRZcuXYiOjqZ3794cPHiQrVu3lhvUQlFNZq1Wa3T8VXx9fTl69KhyfunSJXQ6XYlyI+WNiY+PVzY6LKvt8uXL+Pv783BZ+aNHj+Lh4fEsX0cIIYQQQgghhBDif5aEy0I84ueff6ZTp04sXrwYtVrNSy+9xB9//MHgwYMZM2YMLVq0ICYmxmhMRcLlR/tERkYyffp0wsLC+PDDD5Xr6enpODqWXZpi8ODBHDp0CCcnJ+rXr0+rVq344IMP2LRpE/369UOv1z92LjNmzMDW1lY5iutT/xVat26NVqtl+fLlQNF3aN++PaampqSnp5c6/5CQEGJiYjh58iSZmZnMmzePwMBAALp3786CBQtIS0vj5s2bLF26lMDAQNzd3bl16xYffPABcXFxfPDBB/z6668MGTLkL3tXIYQQQgghhBBCiH8yKYshxH+kp6czduxYtm3bxsaNG2nVqhUAQUFBdOnShePHj/POO+9QrVo1hgwZwvz589myZQv29vaoVCqOHDmCk5NTqffOyMigW7duynl+fj4Gg4EBAwbQpk0bKlWqpLTdvn2bKlWqKOd6vZ7c3FysrKxITU3l1KlTJCcnc+DAAa5du8awYcOUMHXp0qWMHTsWFxcXXnjhBby9vfn8889LBNsTJkxg3LhxyrlWq/3LAma1Wq2stI6IiMDExESpVW1vb098fDyNGjUyGuPj40N4eDjNmjVDo9FQu3ZtRo4cCRT9/axfv57atWsDRTWog4ODUalUfP/99wwePJg5c+ZQv359du7cqfQTQgghhBBCCCGEEH+OhMtC/IdGo8He3p64uDicnZ2V63PmzOHIkSNKWYs+ffrQvHlzfvrpJ2UDOpVKhb+/f7kb+j1s6dKlvPXWW2XOpbQN5wwGA2fPnmX+/Pm0bduWadOm0aRJE2Xup06dYtWqVeTn53P8+HGSkpLw8PAodVW1hYVFiU31/kpdunThwoULxMXF4efnp6zUfriExaOmT59OaGgoaWlpBAQEKKU/VCoVq1atIiwsjKysLAICApR3btiwIcePH3/+LySEEEIIIYQQQgjxP0jCZSH+Q6PRMGfOHAoKCjAzMyt1kz6DwUBhYaGyQvjh64/zcJ8BAwbQs2dPLCwsjJ7z9ddfs23bNjZt2qRcK165DBAYGMj27duZOHEi06ZNw8SkqLKNTqejcePGmJiYYDAYyM3NpWvXrqxbt+6Jv8NfxcXFhc6dOz/RmHr16lGvXr1S23x9fZ/FtIQQQgghhBBCCCFEBUnNZSEeoVar0ev1FBQUlDg6d+5MQEAAffr0MRrzpOFypUqVcHBwwMrKCo1Gg0aj4cKFC0RGRhIZGcnkyZOJj49Ho9FgZWVlVIP5iy++IC8vj4SEBFJTU0lPT8fKyoqkpCROnz7NrVu30Ol0Txcs52ZBVvqzO3IzjW6fnJyMr68v9vb2REREVOi7bdiwAQ8PD1xdXVmzZo1RW1RUFFWrVqVmzZrs3btXuX737l1UKpXRsXr16if/HkIIIYQQQgghhBCiTLJyWYhSFK8IftiSJUtISEjgxIkTaDQao7bCwsLH3rO8jfY2b97MyJEjmTdvHo0bN2bfvn28+uqrDBw4kFmzZmFpaWnU/5dffqFnz568++67hIWFKdcXLFjAmjVr+OyzzwgODn7snEq4nAhmz/bHgsbcHCdrW3Q6HUFBQQQGBhITE0NYWBgrVqxg0KBBZY5NTk4mNDSUqKgoWrRoQXBwME2aNMHb25sdO3Ywfvx4YmJicHZ2pm/fvsTGxuLo6EhcXBwvv/wymzdvVu5lZWX1TN9LCCGEEEIIIYQQ4n+dylCRpYNC/I9LSUnB19eXLVu28PLLL5doj4qKYsyYMdja2pY6PiMjg48//pgJEyYYXf/ll1+YPn06KSkpbNiwAR8fH6Xt/PnzDBgwgNu3b7Ny5Ur8/PzIyspi4sSJ/PTTT3z99de0bNmSK1eu0LBhQ86dO4eHhweHDx9m2LBh1KpVi5iYmAqFqlqtFltbWw4knKCydeUn/Drlc7K2xd25Cps2bWLw4MFcvXoVS0tLEhMTGTVqFIcPHy5z7JgxYzhz5gzbt28HYO7cudy+fZtp06bRrVs3XFxcWLRoEQBjx46lfv36DB06lOnTp5OZmcmMGTOe6bsIIYQQQgghhBBC/C8ozooyMjKwsbEps5+UxRBG8vPzyc7OLneVrV6vJzs7m4KCgj/1rMLCQvLz8yvUt7gsRXny8/PJysr6U3MqjU6no3fv3owcObLUYBmKvom/vz937twp9fD39zeaf2FhIX369CEkJISAgACSkpKMgmWAF154gQMHDtCjRw/S0tIAsLS0pGHDhiQmJtKuXTsOHjzISy+9RGBgIG5ubgD861//Ij4+nt69e/+tq3WdrG1pUrM27s5VAEhMTMTPz09Zhd2wYUNOnz5d7j0SExNp27atct68eXPi4uIe2/bbb7/xww8/ULlyZWrUqMH8+fOf6bsJIYQQQgghhBBCCCmL8Y9nMBgwMTEhOTmZ+vXrP7b/0qVLeeuttwBQqVQYDAZlw7mHSz8YDAa2bdtGhw4dyMvLw8LCAnt7+1LLSTxMq9Xy2WefER4ezsGDB2nTpg0mJiaoVCqlj16vN9rkrngTvYULFzJixIgy7/3777/TunVr/vjjD9q2bUt0dHSJwPZp5OXl4efnx+TJk0u0HTp0iHbt2uHq6gqAp6dnqfcoKCggISGBSZMmAUVlN77++muGDBlCy5YtqVSpktJ3xowZ7N+/nx07dqBWq5k+fbrSplKpMDMzIzQ0lE2bNuHj44OpqSnXr1/Hz89P6RcXF1fuLwjKEjB53DMri6ExN+fs3OVKuKzVavHy8lLaVSoVpqam3L9/H3t7+1Lv8egYGxsbrl279ti28+fPM3DgQEJDQzl27Bj9+/fH19fX6BsJIYQQQgghhBBCiD9HwuV/OJVKhYWFhVIjeN++fdy6dYvk5GSSkpJISkrizp07tGzZkpUrV/Lmm28yZMgQzMzMWLFiBdHR0UrZgokTJ3L16lVWrFhBYWGhEgibm5tjYWHBiRMnlHA1JyfHKDDNy8vD3Nyc119/ncqVi8outG7dGp1Oh7m5udKvsLAQCwsLMjIyjOoM6/V6ZfO3R8PnYmq1Gmtra6ytrfn8889ZuHAhCxYsKBF4u7u7M3r0aN59913lmqenJ5cvXwbAxcWFfv36ERkZiVqt5qWXXuLy5cssWLCgRJuZmRl16tQhOTkZgNu3b9O1a1e+//57qlWrptw/NTWV5s2bG83D2tqahIQEMjONN72zsLDAwsKi9L9QijYDNDMz4/Tp01SrVs0omC9mZmb22KC/VB4+YOv4+H6Pk5tJ7qUT3HmQoYTLarW6xHtpNBqys7PLDJcfHVPc/3Ftp06dUq67u7uzbds2NmzYIOGyEEIIIYQQQgghxDMk4fI/lMFgQKfTYWFhgampKSqVCp1Ox9q1azl37hwqlYrTp09jYWGBr68vubm53L17FxcXl1KD20c9Glyq1WrOnTvHr7/+Sq9evfjyyy+Ji4tjw4YNAHz00UfKmOL7m5iYGAXLALdu3cLKyqrEBnYPz2nMmDGl1hLW6/Vcu3ZNCbgLCgqIiYkhLS1N6fv777/zxx9/sHPnTqNwGWD16tV07NiRc+fO0b9/f9zc3AgPDy+37dH5jx07luPHj9OyZUugKNzfvHkz1tbWpYa9xQH1w1QqVZnB8OLFi9FqtaSlpdGhQweOHz+Oi4sLn376qVG/jh07ljr+sTRWYGX3dGMfw8HBQQnhiz148KDEN3x0zO3bt0vtX17bo6pUqaL88kAIIYQQQgghhBBCPBsSLv9DXb58mTp16mBpaUl2djZNmjRBr9ezY8cOWrVqBcDAgQOpXr0606ZNeybPtLCwIDw8nJYtW7J//346d+5Ms2bN2LdvH/v372f8+PEkJiaWGPf222/z008/AUWBcGZmplF5CQcHB06cOKGcz58/v9QaullZWdjb25OamlrmHHft2kVAQABHjhwpsbraysoKBwcHWrRowbBhw9i6dasSLpfV9nAIPH/+fNasWcPixYsZMmQI48aNIz09nZdeeqnMOalUKvr27ausLAfIzc0lPz8fDw8PCgoK0Ov13LhxA4DIyEj69euHu7s7KpWKY8eOERgYqIT4xYYOHUphYeHTrV5+Tnx9fVmyZIlyfunSJXQ6HQ4ODuWOOXr0KEOGDAEgPj5eqS1d3NauXTujtsuXL9OnTx8OHz6srOo+evSoEvgLIYQQQgghhBBCiGdDwuV/KE9PT/Ly8gCoXLkyCQkJZdYDflbc3d2ZNGkSo0aNIiEhgR9//JGjR4/ywQcfkJKSwuuvv87y5ctLjMvIyKBv376lhtz79+8nNDS0xPX+/ftz8OBB5Tw4OJg5c+Zgbm7OvXv3cHBwIDIyks6dOxvVXd65cyfdunUjLS2NgwcPEhgYWOq7qNVq5ftVpO3evXusXLmSX3/9lX//+9/s27ePCxcusGfPntI/1n9kZWWxdu1aAgICyu0HcPPmTTIyMmjcuDHnzp0jOjqavn37lloWA6Bly5YcO3as1DadTodOp1POtVrtY5//Z7Vu3RqtVsvy5csZNGgQkZGRtG/fHlNTU9LT07G2ti6xaj4kJAR/f3/Cw8Px8vJi3rx59O3bF4Du3bszYsQIBg0ahFqtZunSpcydOxd3d3du3brFBx98QPfu3fn+++/59ddfiY6Ofu7vKIQQQgghhBBCCPG/5L9nWaN47s6cOWO0Kd+jli9fjqWlJXZ2djg5OfH2229z7NgxnJyccHJyYs6cOcTExODk5IStra1SO/lhb731FqmpqXTo0AGNRsOnn37K4sWLeeONN8qsI/zw6tpTp04p4WCx0sLTjIwMFi1aRGpqKlOmTFHC0Vq1anHx4kUyMjKYPn260fvm5+dz4MABWrZsScuWLdm5c2ep87l58ybffvttqYFvWW0ODg789ttv5OXl4eDgwI4dO7CzsyM+Pl6pFV0arVZbbn3lhyUnJ9OlSxfle9WtW5f79+9z/Phx7Ozs2LBhA926dWP06NEcP36cc+fOlXmvGTNmYGtrqxw1atSo0Bz+DLVaTXR0NKNHj8bJyYkff/yRmTNnAmBvb8/JkydLjPHx8SE8PJxmzZrh5uaGqakpI0eOBCAoKIh27dpRu3ZtvLy8aNy4McHBwahUKr7//nt27dpFq1at2L59Ozt37qR27drP/R2FEEIIIYQQQggh/pfIyuV/uNTUVPR6PZ07d0av1xMfH29UCuJhISEhvPbaa0pw/NFHH5GSksKaNWsA4w39srKyyMrKKnEPg8FAbm4usbGx5OXl4ezsjJ2dXYXLM6Snp6PX66lSpUq5/QoKCozO9Xo9UBRGxsfH89NPP/HGG2/QuHFjpc8vv/xCfn4+jRs3plWrVixYsMDoHqGhoZiampKVlUVwcDAREREVagM4ePAgQ4YMQa1W06dPH7p168a+ffvo1asX2dnZxMTElHiHwsJCHjx4QIcOHVCrS/5fsUGDBuzfv185b9euHe3atWPTpk1A0SaJaWlpNGvWjJSUFLp06cLdu3cxNzfnq6++KvXvp9iECRMYN26ccq7Vav+SgLlLly5cuHCBuLg4/Pz8cHQs2jywvAB++vTphIaGkpaWRkBAgFJXWaVSsWrVKsLCwsjKyiIgIED5RUTDhg05fvz4c38fIYQQQgghhBBCiP9lEi7/Q8XFxdGnTx+ysrLIz8/nyy+/5NVXXy13jI2NDTY2Nsr5rl276N27d6l9raysSmyoB7BkyRIaNGjAnTt3mD9/Pvfu3cPHx4fvvvvOKMx82MOri1NSUvD19S2zvZhOp2PAgAFUqlSJzMxMpbxF69atWb58OSkpKSXCxZ07d5KXl0eVKlUoKCggKyuLGzdu4OLiAsAXX3xBYGAgVapUKRHAl9cG0KJFC5YsWcIrr7zC4sWLad26Nc2bNycxMZGzZ89SrVq1EmPOnz+Pqakpt2/fLrGp36ZNm4iMjCz1exUzNzdXVmybm5uXWR6jNBYWFhVeMf2subi40Llz5ycaU69ePerVq1dq26P/vQghhBBCCCGEEEKIv4aUxfiHqlevHrNnz+bKlStoNJonLglw9OhRfvvtN7p27VrhMbdu3WLq1KlMnz6dr776CmdnZ6KiooiOjqZfv358+umnpY57uPbv2rVradeuHVqtlry8PCpXrkydOnVKjNm9ezc3b94kNTWV27dv8/7773P58mU6derEL7/8wtixY/Hw8DAas2vXLt555x0SEhJITk7G2dmZXbt2Ke1VqlTBw8Oj1PC4vDYoCmtfeeUVdu/ejcFg4Pjx43Tr1g0HB4cyN5Lbs2cPLVq0KBEsQ9FK3oqs9v7yyy9xc3PDzc0NPz8//Pz88Pb2pnLlyvz222+PHV9CbhZkpf/5IzfT6LbJycn4+vpib29PREREuSuVi23YsAEPDw9cXV2V1fPFoqKiqFq1KjVr1mTv3r2ljv/ll1+oWbNmhV9dCCGEEEIIIYQQQjwZWbn8D1WpUiWCgoKeamx6ejoDBw5k8ODBuLu7K9cLCwvLDQU3b97M4MGDqV+/PgaDgVmzZvHZZ5/h7u7OrFmz0Gg0vPHGGyXGrV69GpVKxWeffcapU6dYv34906ZN4/vvv2fGjBlGpSEAbty4QUJCAnFxcUoI7urqyoIFC/jqq69wdHTkypUrAOzbt0/Z0C8uLo4vvvhC2diwbdu27Ny5k379+j3Vd4KS5TkKCwvZtGkTY8aMoVOnTvTo0QMnJyel7WFLly6lf//+pd7XYDCUWx+72HvvvUevXr3o2rUr48ePx8XFhfHjx7No0SKaN2/+5C90ORHMns2PBY25OU7Wtuh0OoKCgggMDCQmJoawsDBWrFjBoEGDyhybnJxMaGgoUVFRtGjRguDgYJo0aYK3tzc7duxg/PjxxMTE4OzsTN++fYmNjVVKbEBRfe1hw4ZV6BsKIYQQQgghhBBCiKcj4fL/gLIC4dKCt2PHjjFw4EAqV67M559/XqJ/cW3jR+n1eoYOHaoEtyqViu+++05pz8vL4+zZs1y8eBFTU1PlelZWFrt27WLu3Ln88ccf7NmzB2tra2bOnIm/vz9jx45l8eLFLFmyRLn3smXLWLlyJUFBQYSFhdGqVSvS0tIYMGAAtWrV4vTp0/j4+BAQEMDs2bPp1asXnp6eWFpaGgWu7dq1Y/LkyRVaRVuW/Px8o/PXXnuN1157jStXrrB27VqjwPPhIHrlypWcOXOmzHC5sLCwRHBdLC8vz+jvQaVS8e9//5uBAwdSWFjI+++/T5UqVdDpdE9c+uLAx3OobF1yo8an4WRti7tzFTZt2kRGRgZz5szB0tKSyMhIRo0aVW64HB0dTZs2bRg6dCgAo0ePZtWqVUybNo2FCxcyYMAAZVV9165d2bhxo9IX4NNPP5VgWQghhBBCCCGEEOI5k7IY/2C7du1iwIAB6HQ67O3tletnz55l8uTJ7Nixwyj8BIiNjaVGjRpKyPuw/Px8cnNzSzwnLy+v1OsP0+l0dOzYEVdXV1555RUAkpKSsLe355133qFTp04kJSUZlcDo0qULJ0+exMPDwyiEff/99zlz5gyfffYZr732GufPn6dly5b06dOH1atXU6VKFdatW8eIESO4e/cuw4YNo0ePHjx48MCoBMWbb77J9evXUalUpKam0q1bt1LnXl5bQUEBv//+O3Z2dkZHw4YNmT59Ovb29sr5w2FxamoqU6ZMQaPRkJOTU+Keubm5ZYbLOp2OvLw8du3aRYMGDRg3bhyurq5cv36dW7du4e3tzZdffom/vz9//PFHeX8tz4WTtS1NatbG3bloU8bExET8/PywtLQEijbbO336dLn3SExMpG3btsp58+bNiYuLe2wbFNXt/vLLL/nqq6+e2TsJIYQQQgghhBBCiJJk5fI/WLVq1bC1tWX79u3Y2toq12vUqMGJEycICwtj2LBhRmNGjx7N6NGjS73foyuZi5mbmz929a+rqyu3b982utawYUPOnDlTbl1cS0tLoqOjycz8vxq+j9YibtSoEZcuXTJ6x5dffpkrV65gampK5crPZiVuaZo3b861a9eoWrXqE42bPHkyAJGRkdy5c4c5c+YobZs2bWLBggUkJSWVOrZv37706tWLnJwctm/fzr1797h58ybff/89KSkp/Pbbb/To0YMlS5Y88fsETB73p8tiaMzNOTt3uRIua7VavLy8lHaVSoWpqSn37983+qXHwx4dY2Njw7Vr1x7bBjB8+HAmTpwo9ZaFEEIIIYQQQgghnjMJl//BGjRowLx580pct7S0ZMuWLX/DjEqqaAD4uID44WC5vGvPmoWFxRMHyw8zMzPD3Nzc6Jq5uTnOzs6l9r99+zYeHh7o9Xqsra2xsbEhMzMTjUZD27ZtcXFx4fXXXzeqlf1EPHzA1vHx/cqSm0nupRPceZChhMtqtbpEeQ6NRkN2dnaZ4fKjY4r7P65t6dKl5OTkEB4ertTdFkIIIYQQQgghhBDPh4TLQvxNNmzYQHZ2NteuXePtt9/GysqKmJgYDAYD6enpNGrUiLy8PAIDA/niiy8AcHZ2JjMz02j19sSJE7l69SorVqz485PSWIGV3Z+/z0McHBxITk42uvbgwYMSofqjYx5e6f5w/7Labt26xcSJE9m9e3eJ1e1CCCGEEEIIIYQQ4tmTBEaIv0n//v3Jz8+nWrVqbNu2jfDwcFJTU4mKiqJNmzYkJCTw7rvvotVqjcaVV48ZijZXLF7J+9/A19eXo0ePKueXLl1Cp9Ph4OBQ4THx8fG4ubmV27Zt2zZu376Nv7+/Uuf6ypUr2NnZySpmIYQQQgghhBBCiOdAwmUh/gbXr1/HysoKOzs7VCoVnTp1KrNUiUqlMjqvW7cujo6OODk54eTkxJw5c4iJiVHOHR0dqVu3brnP1+l0aLVao+N5ad26NVqtluXLlwNFdabbt2+Pqakp6enp6PX6EmNCQkKIiYnh5MmTZGZmMm/ePAIDAwHo3r07CxYsIC0tjZs3b7J06VICAwMJCQnh/PnzJCQkkJCQwNatW3F1dSUhIQFXV9fn9n5CCCGEEEIIIYQQ/6ukLIYQf4PExEQaNGignE+ePLnCNaIvX75sdP40ZTFmzJjB1KlTK9z/z1Cr1URHR9O7d28iIiIwMTFh//79ANjb2xMfH0+jRo2Mxvj4+BAeHk6zZs3QaDTUrl2bkSNHAhAUFMT69eupXbs2AO3atSM4OBiVSlWiNrdarcbT0/N5v6IQQgghhBBCCCHE/ySVwWAw/N2TEOJ/TWxsLFeuXOHSpUvcuXOH3r1706lTJywtLcnJyeHevXt4enqSnZ1NZmYmlpaWHDp0iCpVqqDRaIxWM5cWLhsMBnJzc7GwsCi1/rBOp0On0ynnWq2WGjVqQMQH4ODy9C+WlQ6/HyRu1gKa1Kxt1HTjxg3i4uLw8/PD0bFimwaePn2atLQ0AgICStRojo2NJSsri4CAgBKru4UQQgghhBBCCCHE09Nqtdja2pKRkYGNjU2Z/WTlshB/A19fX3x9fZk9ezZQtFI3LS0NgGHDhvH777/j4+PDV199pYzZu3cvdevWpVKlSkZhanZ2NoWFhUZlNQwGAzk5OcTHx+Pt7V3i+RYWFlhYWDyv1yuVi4sLnTt3fqIx9erVo169eqW2+fr6PotpCSGEEEIIIYQQQoinJDWXhfgvcu3aNX7++We2bNnC8ePH2bFjh9LWtm1bsrOzuXv3Lnfu3FGOcePG0atXL6Nrd+/eJTs7u9RguVy5WUWrj5/2yM00ul1ycjK+vr7Y29sTERFBRf6hxIYNG/Dw8MDV1ZU1a9YYtUVFRVG1alVq1qzJ3r17Sx3/yy+/ULNmzSd4aSGEEEIIIYQQQgjxNGTlshB/I4PBoASu+fn59OvXj0mTJmFra8uyZct47bXXWLt2Lf7+/n/NhC4ngtmf+7GgMTfHydoWnU5HUFAQgYGBxMTEEBYWxooVKxg0aFCZY5OTkwkNDSUqKooWLVoQHBxMkyZN8Pb2ZseOHYwfP56YmBicnZ3p27cvsbGxRiU28vPzGTZsGIWFhX/qHYQQQgghhBBCCCHE40m4LMTfKD8/n4KCAq5fv07fvn2pVasWI0aMAIpKQixZsoTOnTszffp0Ro4cWWpt4ezs7GdWc/jAx3OobF358R3L4WRti7tzFTZt2kRGRgZz5szB0tKSyMhIRo0aVW64HB0dTZs2bRg6dCgAo0ePZtWqVUybNo2FCxcyYMAAunbtCkDXrl3ZuHGj0hfg008/lWBZCCGEEEIIIYQQ4i8i4bIQf6OCggIKCgqIjIykRYsWTJs2zai9Y8eObN26lQkTJtCjRw+qVKmitKWlpdGxY0dOnz5NZGTkM5lPI69a5RZpfxKJiYn4+flhaWkJQMOGDTl9+vRjx3Ts2FE5b968OR9//LHS1qdPH6O2gwcPKuFySkoKX375JevXr2fw4MHP5B2EEEIIIYQQQgghRNkkXBbiGTEYDOj1enJzc9Fqtdy7d49bt25x7do1zp07R1xcHE2aNFHCUgB3d3c2bdrEiRMnyrxvq1atOHDgQInrbm5uRERE4Onpyb/+9a9n8g4Jly489crl4hXLxbRaLV5eXsq5SqXC1NSU+/fvY29vX+o9Hh1jY2PDtWvXHtsGMHz4cCZOnCj1loUQQgghhBBCCCH+IhIuC/EM5OXl4eXlxe3bt7G2tsbGxoa8vDx0Oh0dO3bExcWFNm3aUKNGDaNxlSpVwtraWjlfvXo1gwYNwsrKCr1ej0aj4fbt20ZjFi1axCeffEJGRgY9e/Zk4cKFSlmMKVOm8NVXX6HX6xk2bBiffvrpE5XMCJg87qlrLmvMzTk7d7kSMKvVaiwsLIz7aDRkZ2eXGS4/Oqa4/+Pali5dSk5ODuHh4Vy5cuWp5i+EEEIIIYQQQgghnoyEy0I8A+bm5ly5cgVTU1PlWnR0NKtXr2bVqlUl+uv1egoLCzE1NUWlUmEwGMjPz0ej0dCxY0c2b97M8ePHeeONN4zGHThwgLFjx7Jq1Sq8vb3p3r07n3zyCdOmTWPlypXMnz+fDRs2YGFhQbdu3ahdu7ZRTeLH8vABW8fH93tUbia5l05w50GGEi47ODiQnJxs1O3BgweYm5uXeRsHBwejMP3h/mW13bp1i4kTJ7J7925MTEyefO5CCCGEEEIIIYQQ4qlIEiPEM5KXl0d+fn6Z7YWFhWRlZQHwww8/4OLiwtChQ/n1119xd3cnNDRUCZuLPRxWA6xcuZIePXrQvXt3XnrpJT788EO+/fZbAL755htGjRpFmzZtaNWqFaNHj1baKkxjBVZ2T35oSpbS8PX15ejRo8r5pUuX0Ol0ODg4lPn4R8fEx8fj5uZWbtu2bdu4ffs2/v7+2NnZ0bBhQ65cuYKdnZ2sYhZCCCGEEEIIIYR4jiRcFuIZCQwMxNHREScnJ5ycnBg7dixHjhxRzh0dHXF0dESn09GjRw/u3r1L27Zt8fPz448//mD9+vUYDIYSgfLDTp48SaNGjZTzBg0akJqaSnZ2dqltZW2gp9Pp0Gq1Rsez1rp1a7RaLcuXLwcgMjKS9u3bY2pqSnp6Onq9vsSYkJAQYmJiOHnyJJmZmcybN4/AwEAAunfvzoIFC0hLS+PmzZssXbqUwMBAQkJCOH/+PAkJCSQkJLB161ZcXV1JSEjA1dX1mb+XEEIIIYQQQgghhCgi4bIQz8jBgwfRarXcuXOHO3fu8MUXX+Dv76+c379/n9zcXKVucHZ2Nrt37yY3N1dZYZyfn19u2Yj79+9ja2urnBf/OT09vdS2+/fvl3qfGTNmYGtrqxyP1oJ+FtRqNdHR0YwePRonJyd+/PFHZs6cCYC9vT0nT54sMcbHx4fw8HCaNWuGm5sbpqamjBw5EoCgoCDatWtH7dq18fLyonHjxgQHB1O5cmU8PT2Vo3r16qjVajw9PVGrpfKPEEIIIYQQQgghxPMiyYsQf1JhYSG5ubloNJoK1fzNzc1FrVazatUqVCoVBQUFTJo0CRMTEzIzM7Gysqrwc5+mDWDChAmMGzdOOddqtc8lYO7SpQsXLlwgLi4OPz8/HB2L6jkbDIYyx0yfPp3Q0FDS0tIICAhQwnaVSsWqVasICwsjKyuLgICAUjcr9PT0JDU19Zm/ixBCCCGEEEIIIYQwJuGyEH/SpUuXaNCgAZUqVTIKl3U6Hbm5uTg5ORn1z8nJYc2aNURGRtKvXz+Sk5OZMWMG169f548//sDFxaXMZzk6OiqrkUeOHEnTpk2BolXKD7eFhITQtm1b7OzsSr2PhYWFsoL6eXNxcaFz585PNKZevXrUq1ev1DZfX99nMS0hhBBCCCGEEEII8SdJWQwh/qRatWqRk5PDvXv3lBIYpZXFKD6ysrJISkqiWrVqvPLKKwC8+uqr9O/fn7Nnz5YZqgI0bNiQxMRE5TwiIgIPDw+srKyM2nJycpg0aVK59ypVbhZkpT/5kZtZ6u2Sk5Px9fXF3t6eiIiIclcsF9uwYQMeHh64urqyZs0ao7aoqCiqVq1KzZo12bt3b6njf/nlF2rWrFmh1xVCCCGEEEIIIYQQT09WLgvxNxg+fDhvvPEGv//+u3LtwYMH7N69mzlz5pTof+fOHZycnBgwYADt27ena9eudO/ena+//poRI0YAMHDgQEaPHk2bNm3497//zY4dO+jVq9eTTexyIpg93Y8Fjbk5Ttb/V/NZp9MRFBREYGAgMTExhIWFsWLFCgYNGlTmPZKTkwkNDSUqKooWLVoQHBxMkyZN8Pb2ZseOHYwfP56YmBicnZ3p27cvsbGxSqkNKKpZPWzYsMeWBRFCCCGEEEIIIYQQf56Ey0I8J9nZ2aXWBAZwdnbG2dmZ5ORk9Ho9ABMnTuTVV1/Fzc0NKKoxnJeXB0DdunU5cuQI/v7+zJ8/n/DwcNLT0/H09OTevXsA9OnTh4sXL9KzZ08KCgpwc3NT2irqwMdzqGxd+ane18naFnfnKsr5tm3byMjIYM6cOVhaWhIZGcmoUaPKDZejo6Np06YNQ4cOBWD06NGsWrWKadOmsXDhQgYMGEDXrl0B6Nq1Kxs3blT6Anz66acSLAshhBBCCCGEEEL8RSRcFuIZy8rK4rXXXuP48eMMGTKk3L65ubnk5uayceNGdu7cyb59+5Q2d3d3AF566SVcXV2pXbs2AEOHDlUC1Q0bNih1l6EooJ44cSIAsbGx1KpV64nm3sirFjY2Nk80piyJiYn4+flhaWkJFJX0OH369GPHdOzYUTlv3rw5H3/8sdLWp08fo7aDBw8q3yIlJYUvv/yS9evXM3jw4GfyDkIIIYQQQgghhBCibBIuC/EMhIeHY25uzmeffabUP27QoAHz5s0DYMqUKdy9e5f58+cbjRswYAA1a9akT58+7N6922gzP2dnZ65du1bmM9etW8eHH37Ir7/+Wmr702x8l3DpwlOtXH501TKAVqvFy8tLOVepVJiamnL//n3s7e1Lvc+jY2xsbJRvUF4bFJUamThxotRbFkIIIYQQQgghhPiLSLgsxDNgbm6ORqNRzsPCwvD392fKlCk4OjqyZMkSFi5cWGLcpk2bGDFiBHZ2doSEhCjXb968iaenJ4cPH8bCwqLEuEWLFjFp0iScnJwICAhQrqelpfHyyy/z448/llmSozwBk8c9Vc1ljbk5Z+cuNwqY1Wp1iblrNBqys7PLDJcfHVPc/3FtS5cuJScnh/DwcK5cufLE8xdCCCGEEEIIIYQQT07CZSH+BL1ej16vx8TEBBMTE3Q6Henp6SQnJzNnzhyOHTvGoUOHlL7r1q2jR48e3Lhxg48++ojY2Fg2bNiAXq9XQuKjR4/y73//m2+//bZEOHv+/HneffddMjIyWL9+Pfb29vj4+ACwceNG3nvvPZYuXfpUwTIAHj5g6/j4fg/LzST30gnuPMgwCpcdHBxITk426vrgwQPMzc3LvJWDgwO3b98utX9Zbbdu3WLixIns3r0bExOTJ5u7EEIIIYQQQgghhHhqksQI8Sfs3buXhg0bsmzZMhYsWED9+vW5desW8fHxvP/++2zduhVra2v0ej1bt24lISEBg8FAQkICdnZ2/Prrr6hUKkJCQjh48CAxMTH07t2bDRs2UKdOnRLPO3jwIH5+fuzatYs7d+7w2muvcfr0aebOnct7773Htm3bcHZ2fvoX0liBld2THZrSy2j4+vpy9OhR5fzSpUvodDocHBzKfPyjY+Lj45UNDstq27ZtG7dv38bf3x87OzsaNmzIlStXsLOzk1XMQgghhBBCCCGEEM+RymAwGP7uSQjx/7v3338fjUbDlClTlGuNGjUiOjqaZs2aGf25NLNnz2bixIm89NJLjBs3jt69e1fouaNHjyY6OpqmTZsSGRlpVCKjPDqdDp1Op5xrtVpq1KgBER+Ag0s5I0uRlQ6/HyRu1gKa1KytXC4oKMDV1ZWZM2cyaNAg3nzzTW7cuMFPP/1Eeno61tbWmJqaGt0qMTERf39/jh49ipeXFy+//DJ9+/blnXfeYfPmzYwYMYLY2FjUajVNmzZl7ty5BAYGcufOHeUeV69epVevXhw+fJjq1aujVss/0BBCCCGEEEIIIYR4ElqtFltbWzIyMrCxsSmzn6xcFuIZuX//PqtWrapQ38uXL7N9+3YmT55M06ZN2bBhA8uWLaNatWosX74cvV5f6rhz586xefNmIiIiqFu3LikpKXz33XcUFBTwzTffVHiuM2bMwNbWVjlq1KhR4bEVpVariY6OZvTo0Tg5OfHjjz8yc+ZMAOzt7Tl58mSJMT4+PoSHh9OsWTPc3NwwNTVl5MiRAAQFBdGuXTtq166Nl5cXjRs3Jjg4mMqVK+Pp6akcxYGyp6enBMtCCCGEEEIIIYQQz5GsXBbiTzhx4gSbN2/mhx9+QKPRMHDgQHbv3s3vv/9Oamoqbm5uaDQaLly4QLVq1TAxMWH69OncunWLdevW0alTJ4KDg7G2tqZnz56kpqZiZ2en3P/ChQt89NFHvP/++wC89957xMfHK+Oys7N54403yM3NxcrKCgCDwUBKSgorV64scwX0X7FyudiNGzeIi4vDz88PR8eK1XM+ffo0aWlpBAQElKjRHBsbS1ZWFgEBAU9fW1oIIYQQQgghhBBClKmiK5clXBbiT0hMTGTt2rXcunWL6tWrG5XFqF69Ovv37+eFF14osyxGTk4OX3/9NZ988glDhgzhww8/xNbWFoCff/6ZIUOGcPbsWeVasYyMDD7//HO++uorxo0bx/vvv6+s0o2KimLhwoUkJiaWKDtRluIfGM8jXBZCCCGEEEIIIYQQ/3+RshhC/AV8fHyIjIzEycnJ6PqNGzfQarW4u7uXOfbYsWNKAH348GEcHR3p2rUrOTk5XLp0ieHDh7NixYoSwfLGjRtxd3fnypUrJCUlkZaWRr9+/SgsLCQuLo6PPvqI7777rsLBspHcrKKw+EmO3Mwyb5ecnIyvry/29vZERERQkd9lbdiwAQ8PD1xdXVmzZo1RW1RUFFWrVqVmzZrs3bu31PG//PILNWvWfPy7CiGEEEIIIYQQQog/RQqSCvEcfPLJJ4SEhJQo6fCwFi1a8Ntvv1GrVi0AvL29OXPmDK+99hqXLl3i008/pUOHDiXGvf7665w8eVIJrr/44gu6du1Kx44dSUpKYu3atTRs2PDpJn45Ecye/MeCxtwcJ2vjEFyn0xEUFERgYCAxMTGEhYWxYsUKBg0aVOZ9kpOTCQ0NJSoqihYtWhAcHEyTJk3w9vZmx44djB8/npiYGJydnenbty+xsbFGpTby8/MZNmwYhYWFT/wOQgghhBBCCCGEEOLJSLgsxJ/0ww8/cOTIETp16gTAzJkziYmJ4dSpU0ofvV5f6iZ9tWrVwmAwcPLkSXbs2MFvv/2GlZUVP/74I02bNi31eWZmZri7u1NQUMCJEyfYunUrKSkp1KlTh0OHDvHCCy889bsc+HgOla0rP/E4J2tb3J2rGF3btm0bGRkZzJkzB0tLSyIjIxk1alS54XJ0dDRt2rRh6NChAIwePZpVq1Yxbdo0Fi5cyIABA+jatSsAXbt2ZePGjUpfgE8//VSCZSGEEEIIIYQQQoi/iITLQjzi888/p0qVKvTr16/CY1577TVGjBjBiRMn+P7779mzZw8uLv9XuzgnJ4fc3FzlfPXq1axdu5Zr165x/vx5bGxs6Ny5M4sWLeLll18u8zlz5sxhz549/PHHH1y4cAFXV1eCgoLYuHEjjRo1eqr3fVgjr1rl1tF5EomJifj5+WFpaQlAw4YNOX369GPHdOzYUTlv3rw5H3/8sdLWp08fo7aDBw8q4XJKSgpffvkl69evZ/Dgwc/kHYQQQgghhBBCCCFE2SRcFv8TCgoKeO211+jduzdvvvlmmX3UajUtWrQgJCSEkJAQKlWqRGFhIZ999hmHDx9W+jZr1kzZvC84OJjg4GBCQ0Np1aoVv/32G7/99hsxMTGYmJhw4sQJunfvzrZt27h9+zbdu3enffv2PHjwAC8vL1566SXc3NyYMWMGgwYN4vz582W+R+fOnbG2tubq1avcvHmTRYsWAZCVlUVhYSEmJv9XRr2wsBC9Xo+ZmVmFv1PCpQvPbOWyVqvFy8tLOVepVJiamnL//n3s7e1Lvc+jY2xsbLh27dpj2wCGDx/OxIkTpd6yEEIIIYQQQgghxF9EwmXxP2H27NmkpaUxc+ZMOnbsSPXq1Uv0qVu3Ljdv3sTMzAyDwUC1atXIy8tjypQpnDlzBk9PT3r16sW4ceOMaikPGDCA5ORkrly5wuHDhzl69ChpaWkMGTKEPXv20KRJE/r160dgYCC1a9cGwMXFhbfeesvo+RYWFlhbWxtd0+v1FBYWKgGxt7c33t7erFq1ivPnz5Ofn09+fj7NmzfHwsKC69evY2JiQrVq1SgsLGTo0KGMHDmywt8pYPK4p665fHbucqOAWa1WY2FhYdxPoyE7O7vMcPnRMcX9H9e2dOlScnJyCA8P58qVK088fyGEEEIIIYQQQgjx5CRcFv9469atY9asWRw5coT9+/cTFBTE1q1bqVatmlG/xMRERowYwcKFC7GysmLOnDkcOXKE9957j7fffhsPDw/8/f25ePGi0UZ733zzDQADBw7Ez88PNzc3vvjiC/r27cvBgwepVKkSGo2GkydP8vrrr5c5TxMTExISElCr/+//lnq9nhkzZvD+++8DEBERwa1bt7hy5Qqpqan06dMHJycnpb5zUFAQb775Jl26dHm6j+XhA7aOj+/3sNxMci+d4M6DDKNw2cHBgeTkZKOuDx48KHeTQwcHB27fvl1q/7Labt26xcSJE9m9e7fRym0hhBBCCCGEEEII8XxJuCz+sQwGA1FRUUyYMIGYmBjq1q1L3bp1SUlJoXnz5sydO5fg4GClv6WlJXFxcXz11Ve899577Nmzh7Zt2wJgamoKwKlTpzA3N6dx48YAysrh4gD0wYMHjB07lp9++ons7Gwl7Dx8+DANGzakatWq5c65adOmHD9+3Ogd8vLylPNp06ZRWFjIjz/+yPbt24mOjkan07Fq1SpmzpxJSkoKKSkpfPDBB1SuXJlff/31yT6axgqs7J5sTBl8fX1ZsmSJcn7p0iV0Oh0ODg7ljjl69ChDhgwBID4+Hjc3N6O2du3aGbUVlxvx9/cHisqBZGZmYmdnR1JSEu7u7s/kfYQQQgghhBBCCCGEMVnmJ/6RDh8+TNu2bZk6dSq7du2ic+fOStsXX3zB5MmTGTRoEE2aNGHmzJlkZGRQUFBAWFgYFy9e5MGDBxw+fJgBAwYYbcS3e/duOnXqhEqlAmDjxo00btyYxo0bExsby7vvvouZmRk9evTAx8cHnU4HwPbt241WLefl5VFYWPjY91CpVFhYWCgBc3FYXmzPnj38+9//RqvV8sorr5CXl8fZs2fZsmULFy5cKPO+Op0OrVZrdDxrrVu3RqvVsnz5cgAiIyNp3749pqampKeno9frS4wJCQkhJiaGkydPkpmZybx58wgMDASge/fuLFiwgLS0NG7evMnSpUsJDAwkJCSE8+fPk5CQQEJCAlu3bsXV1ZWEhARcXV2f+XsJIYQQQgghhBBCiCKycln841y+fJmOHTvSq1cv8vLyCAwMRKVSkZubi8FgUDbp8/b2pkOHDmzatAk/Pz+6du2qlKT4/vvvMTMzw9vbGw8PD1q3bg3A6dOnjer+9uzZk549e5KVlcW///1vunXrxvTp05X2ESNGAHD+/HleeeUV5XpgYCAHDx5UQmooWqVcWFhoVBaj+Lq9vT137txBrVZjZ2entFlYWGBhYaGskF63bh1r167l888/V1Zbl2bGjBlMnTr1Cb/sk1Gr1URHR9O7d28iIiIwMTFh//79ANjb2xMfH0+jRo2Mxvj4+BAeHk6zZs3QaDTUrl1bqRkdFBTE+vXrlbrV7dq1Izg4GJVKReXKxpsQqtVqPD09n+v7CSGEEEIIIYQQQvyvk3BZ/ON4eHiQmpqKo6Nx7eApU6Zw584dvvrqK6Prn3zyCQDp6ell3nPMmDEAzJw5k+bNm7N8+XIGDRoEQFJSEgMHDuTkyZPcuHGDHTt2AP9XixkgOjoaPz8/fH198ff3Z8+ePSXqA3/55ZesXr2a2NhYo9AZUFZPq1QqDAYDOp2OrKwsrl69ikqlUvoXFhai0Wge+40mTJjAuHHjlHOtVkuNGjUeO+5JdenShQsXLhAXF4efn5/yd2IwGMocM336dEJDQ0lLSyMgIEApOaJSqVi1ahVhYWFkZWUREBBQ4jsBeHp6kpqa+szfRQghhBBCCCGEEEIYk3BZ/CM5Ojqi1+tRqVRlbvJWWFhotFI4ISGBoKAgoxW/bm5uHDlyRDm3t7fn66+/pkePHvTu3Ztdu3bRv39/9Ho9ly5donr16gC88sorSkkMACcnJ2bPnk1ERAS//PJLuRvP9e3bF41GwyeffKKUdSgOjAsKCpg7dy7m5uYYDAZSUlLw8vJSwtrs7GxcXFyU9ytL8Yrnv4KLi4tRWZKKqFevHvXq1Su1zdfXt8S1U6dOYTAYaNCgwVPNUQghhBBCCCGEEEI8Oam5LP6xFi9ejIeHB56ennh6evLll1+ycuVK5dzDw4P58+cr/QsLC7GwsCA1NZXU1FQ2bNjA3bt3S9y3cePG3L9/nytXrtCxY0dOnTpFzZo16d27N+3bt6d9+/YkJiaWKG9Rr149Tp48+dh5L1y4EHt7e+rWrcvMmTONNvQbO3Ys6enpzJs3j86dO/P999/TsWNHCgoKgKKAvLhsRH5+/pN/tNwsyEp/siM3s8RtkpOT8fX1xd7enoiIiHJXKhfbsGEDHh4euLq6smbNGqO2qKgoqlatSs2aNdm7d69yPTs7m5dffpnXX3+dV199FX9/f6Ma2UIIIYQQQgghhBDi+ZGVy+If66233uKtt95Szssqi1HMzMysxLVH6xYPGDCAbdu2UbduXWrWrIlarVZWF69evRo3NzegqB7ww8aMGcPq1asJDQ0td84GgwEbGxtmz55N165dmTBhAiEhIbzwwgul9r979y4NGjTAw8ODa9eu0a1bN3788UeOHDnCd999V+6zSnU5Ecye/MeCxtwcJ2tboGizwKCgIAIDA4mJiSEsLIwVK1YoZURKk5ycTGhoKFFRUbRo0YLg4GCaNGmCt7c3O3bsYPz48cTExODs7Ezfvn2JjY3F0dGRWbNmUb16dQ4ePEhubi5NmzYlJiaGgQMHPvm7CyGEEEIIIYQQQognIuGyEP9RUFBAamqqUtoiPz8fe3t7APR6PQDBwcF06tTJaPO/4r6BgYHKtUuXLlFQUKCsHu7Xrx9Dhw4tt2yDXq9XViADvPzyyxw+fLjUvtevX2fbtm0cPHiQpUuXotFoeOeddxg3bhxqtZr33nuPQYMG0aFDh1LrEpflwMdzqGxd+fEdH+FkbYu7cxUAtm3bRkZGBnPmzMHS0pLIyEhGjRpVbrgcHR1NmzZtGDp0KACjR49m1apVTJs2jYULFzJgwAC6du0KQNeuXdm4cSNDhw7lxRdfZODAgahUKipVqsSLL75Y6mpzIYQQQgghhBBCCPHsSbgs/pHCw8NZt24d5ubmSrianZ2NwWBgy5YtQNEmeVqtliVLlhAaGopKpaJly5YcOnSIH3/8kU2bNpGSkqL0BfjXv/7FpUuXWLRoEfn5+URERABFq3X3799vVHP5iy++4PLly7Rs2ZKmTZuWOk+9Xq+sji6eT7GMjAxsbGxKDYcTExN59dVXWbRoERcuXMDHx4exY8cyfvx4AI4ePUpgYCAvvvjiY1dLP6yRVy1sbGwq3L80iYmJ+Pn5YWlpCUDDhg05ffr0Y8d07NhROW/evDkff/yx0tanTx+jtoMHDzJ06FB69eqlXE9ISGDfvn3MmDHjT81fCCGEEEIIIYQQQlSMhMviH2nu3LnMnTv3sf3y8vKUje8aNWrE9u3bKSwspKCggF9//ZXk5GSys7NZtGgRzZs3JyIigsqVK+Pu7o67uzvDhw9n3rx51KlTx6iExv79+/nuu+/45JNPylyxm5eXx8svv8ySJUtwdXXFzs6O0aNHc//+fWxsbPjwww+pWrUqkyZNMhr3zTffkJeXx3fffYdOp6N+/frs3buXadOmMW/ePPr27cvbb7/Njh07qFat2hN9t4RLF5545fLDq5YBtFotXl5eyrlKpcLU1JT79+8rK8Ef9egYGxsbrl279ti2YoMGDWLlypVMnz4db2/vJ5q/EEIIIYQQQgghhHg6Ei6L/2nm5uZG57a2thQWFmJiUrTXpYWFBXq9nn379qFSqfjpp594/fXXjcb069ePzZs307BhQxISEnj55ZeVwDonJ4datWoB0KpVK6UOckFBAQMGDKBVq1bY2NjwyiuvMGbMGPR6Pb1792bZsmWkpKSUuupYrVYr5Tf+9a9/kZaWhrm5OXfu3GHr1q3MmTMHgJYtWzJp0iSGDx9e4e8RMHncE9dc1pibc3buciVgVqvVWFhYGPfRaMjOzi4zXH50THH/x7UVmzNnDr6+vrz77ru89tprNGnS5IneQQghhBBCCCGEEEI8OQmXhXhIZmYmH374IZ999hkmJiYMHDiQjz76CE9PT0xMTKhcueSqXg8PD/bt20d0dDRubm6kpaWRlpaGk5OT0mfFihWsXbtWOd+zZw/5+fmMHTuWq1evYmFhgYmJCSYmJsqfjx07xt69ezly5AhmZmaEh4cDRZsMFoffhw8fJicnB4CRI0fi6+urrJS2sLCgUqVKT/YBPHzA1rHi/XMzyb10gjsPMpRw2cHBgeTkZKNuDx48KBHkP8zBwYHbt2+X2r+8tmL29vaMHDmSY8eOsWrVKgmXhRBCCCGEEEIIIf4CEi4L8R/Fm+ndv39fKYdx5swZXF1dyc/Px8TEhL1793Ljxg2lf0BAADVq1MDKykoJf83MzEq9/8NlMwIDAwkMDOTDDz/kypUr3Lx5k88//5zCwkJycnLYu3cv9evXx9vbm7fffpuFCxcCRbWdDQYDULQqesmSJYwfPx5LS0uys7PZtGkTU6dORafTMXLkSD7//PMn+wgaK7Cye7Ixj/D19WXJkiXK+aVLl9DpdDg4OJQ75ujRowwZMgSA+Ph43NzcjNratWtXoq1fv35MnDhRKYVhbm5u9J2FEEIIIYQQQgghxPNj8ndPQIj/Ftu3b6dSpUp88803NG7cmFatWvHbb7+h0WiYNWsWBoOBc+fOcezYMXr37k1sbCw//vgjTZo0Yc2aNUopDIAmTZrg6empHMUb7T3s2rVrxMTEEBUVxeXLlzl16hSnT58mJSWFY8eO8eabb/LGG29gZ2dHt27dlPsOHjyY7777Dnt7ewoLC2nZsiWLFi2iZcuW9OnTh0WLFhESElLuqmWdTodWqzU6npXWrVuj1WpZvnw5AJGRkbRv3x5TU1PS09PR6/UlxoSEhBATE8PJkyfJzMxk3rx5BAYGAtC9e3cWLFhAWloaN2/eZOnSpUpb1apVGThwIL///jv79+9nw4YNhISEPLN3EUIIIYQQQgghhBBlk5XLQvxHp06dKCwsRKVSsWHDBlasWMGWLVswGAwUFhbyww8/MG7cOF566SW+/PJL5s6di06nw9LSkkmTJnH27FmmTJkCwIkTJ0qUxVi3bp3R84YPH06NGjU4dOgQM2bMQK1WU1hYiKenJ1u2bCE3N5fOnTtjbW2tjDl16hQxMTFs376dFStWsGjRIvR6Pbm5uej1evLz88nNzVVWYZdlxowZTJ069dl9vIeo1Wqio6Pp3bs3ERERmJiYsH//fqCofEV8fDyNGjUyGuPj40N4eDjNmjVDo9FQu3ZtRo4cCUBQUBDr16+ndu3aALRr147g4GAAPvnkE0aNGoWfnx/Ozs4sWLCAli1bPpf3EkIIIYQQQgghhBDGJFwW4j9MTEy4e/cuZmZmSlj74MEDCgoKqFSpEllZWVhZWRmNsbCwYPDgwfTr18/oepMmTcjOziYvLw8HBwcMBoNR6Llo0SKuXbuGtbU1nTt3pnPnzkrb3bt38fX15fvvv+fq1as4OzuXOWeDwcCpU6eYPXs2aWlpXLx4kbi4OO7evYuHh0eZ4yZMmMC4ceOUc61WS40aNSr8rR6nS5cuXLhwgbi4OPz8/HB0dFTmW5bp06cTGhpKWloaAQEBSl1llUrFqlWrCAsLIysri4CAAFQqFQCVKlVi2bJlLFu27JnNXQghhBBCCCGEEEJUjJTFEOI/CgoKcHFxwc3NjeHDh7N7927c3NxwdXUlJiaGa9euUa1atVLH/v777/z888/K+YkTJ9iyZQvVqlUjNTWVlJQUWrRoQXZ2NgCvvPIK8+fPV/q/8sor+Pj44OzszKVLl3j77bdJS0vjxIkTNGvWrMw5Ozs7ExERQXJyMsOHD2f27NnEx8djMBgYPnx4meMsLCywsbExOp41FxcXOnfurATLFVGvXj1effXVUjf/8/X15ZVXXlGCZSGEEEIIIYQQQgjx95KVy0L8h1qt5v79+0yePJn69euzceNGevfuTfv27UlPT8fBwQF7e3tyc3NLjJ06dSo2NjZKbWQAPz8/zM3NmTdvHj/88ANmZmYEBwfj4eHBiy++yNWrV5W+6enpbN26lffeew9TU1N0Oh2NGzcmMjKSjRs3ljrf77//nqFDhwIwa9Ys5frIkSPJyMigSZMmGAwGbt26hYWFRcU+Qm4WZKVXrC9AbmbF+wohhBBCCCGEEEKIfxRZuSzEfxgMBkaMGMHNmzeVOsd3796lR48ebNmyhaZNm5Y67ueff+bAgQN8/vnnRteXLVvGV199xTvvvIOLiws7d+4stVRFdnY2Fy9exMXFBb1ez+DBg9mzZw/W1tbcu3ePOnXqlPrczp07c+PGDb7//nvGjh1Lenq6cpiamnLv3j2uXbtW8WAZ4HIi/H6w4selE2jMzXGytiU5ORlfX1/s7e2JiIgotwRGsQ0bNuDh4YGrqytr1qwxaouKiqJq1arUrFmTvXv3KtczMzPp2bMnlpaW2NjYMHHixIq/nxBCCCGEEEIIIYR4ZmTlshD/cfToUXJycli0aBFr1qzBxMSEt99+m4YNGzJq1CglxCwsLFT+Ny0tjcGDBzNp0iQcHBwA0Ov1DBw4kLi4OI4cOcLSpUsZMWIEQ4YMYejQofj5+WFiYkJhYSGFhYV89tlnBAUFYWpqip2dHR988AFr167l+vXrDB8+nDZt2vDVV1+VKI+h0WgA8PLyIjg4mN69e1OnTh1yc3NRqVSYmJiUqBH9OAc+nkNl68pPNMbJ2paqNrYENG9BYGAgMTExhIWFsWLFCgYNGlTmuOTkZEJDQ4mKiqJFixYEBwfTpEkTvL292bFjB+PHjycmJgZnZ2f69u1LbGwsjo6OjB07lpycHE6dOkVqaiqdOnUiICCAV1999YnmLYQQQgghhBBCCCH+HAmXhfiPVq1a0apVK9auXcuSJUuYPHkyKpUKS0tLTExM6N69OwA6nQ6AvLw8rl69SvXq1RkxYgQAFy5cQKfToVarSUpKwtnZmZo1a9KwYUMiIiIYPnw4sbGxaDQacnJyyM3NpX///srq4ilTphAQEECPHj1YunQparWaJUuW8M033yjhsk6nU+YAULNmTc6cOUO1atXYvn07AwcOxMfH56m+QSOvWk9Vf3nTpk1kZGQwZ84cLC0tiYyMZNSoUeWGy9HR0bRp00Yp7TF69GhWrVrFtGnTWLhwIQMGDKBr164AdO3alY0bNzJ48GDy8/P59ttvsbGxwcvLi+bNmxMfHy/hshBCCCGEEEIIIcRfTGWoyL9dF+JvZDAY/qs3ccvLyzPagC4uLg4PDw/279+vBNLFHjx4oJTcKEtBQQFq9dP93ic3N5fExESaNGmCmZlZhcdptVpsbW05kHDisSuXnaxtcXeuYnRt6tSpHDt2jK1btwJFf2eOjo7cu3evzPu0adOGjh078u677wJFK8c//vhjtm3bhpeXFzNnzqRnz54ArFmzhoMHD7Jw4UKje+j1etzd3fnqq6944403Kvy+QgghhBBCCCGEEKJsxVlRRkZGuQsRZeWy+EstWrSIZcuW8dtvvxldf/HFF5k/f36pq08DAwPp378/ffv2BSAjIwM7OzsKCgowNTV9ZnNbv349tWvXplGjRuj1egoKCjAzMyMzMxNbW1tycnKwsLAgPz8flUqlhLdBQUE0b96cjz/+GJVKRdOmTTl//jzh4eHcvXuX4cOHK894XLD80UcfMWPGDCwtLYGioLlKlSpcvHixQu9QWFiIiYkJd+/excXF5Ym/QcDkcWBW/o8Fjbk5Z+cuNwqYtVotXl5eyrlKpcLU1JT79+9jb29f6n0eHWNjY8O1a9ce2/awlStXYmpqSqdOnSr2gkIIIYQQQgghhBDimZEN/cRf4osvvsDb25tPPvmEU6dO0aBBA6Pj4sWLDB06FE9PT7Zs2aKMu3r1KocOHaJ169bk5eVRWFiItbU1pqamzzRYBvDw8KBLly78+uuv/Prrr7Rq1YqWLVvSvn17AF555RX8/Pxo1aoV69atU8YtWLCAdevWERkZSV5eHnq9nhdeeIGffvqJK1euKP3y8vKUP8+ZMwdzc3Ps7OywtbWlatWqAJibm9OnTx9lY74tW7YotZUf59ChQ7i7uzNkyBC8vLz48ssvn+Ij+EDd1mUfXk3IzcvjzoMMo2FqtbrExoEajYbs7OwyH/XomIf7l9dW7Pr164wfP57PP//8yTYtFEIIIYQQQgghhBDPhKxcFn+JsWPHMnbsWKKjo1m9ejX79+83avf09CQ6OloJcot99dVXhIaG4u7uTuPGjZkxYwYdOnQw6hMfH0/jxo3/9BybN2/OokWLOHDgAO+99x49evTAYDCg1+uJjY2lW7duGAwGCgoKCAoKUsbVqlWLvXv3YmZmxsCBA/nhhx+wtLQkPz8fvV7P119/TV5eHjk5Ody/f5/KlStjZmZGnz59WLFiBTdu3FDqKT9cXqOYicnjfwdUWFjIwIEDWbVqFR07dmT//v106NCBt95668mCV40VWNlVvP9/ODg4kJycbHTtwYMHpb7Pw2Nu375dav/y2qDoffv160dQUBA9evR44vkKIYQQQgghhBBCiD9PwmXxXysjI4PFixcTGRkJgJmZmRKUGgwGJk+ezLfffkt2djbXr19/Js/s1KmTUmIhICAAU1NTCgoKmDRpEu3bt6ewsJCCggJlNXFOTg7nz5/npZdeAuC7775T7jV79mySk5NZsWJFiec8Wg+5uMaySqUiISGBKVOmAJCamlqheWu1WsaPH0/Hjh0BaNKkCTqdjszMzFLD5Uc3BdRqtRV6Tll8fX1ZsmSJcn7p0iV0Oh0ODg7ljjl69ChDhgwBin5J4ObmZtTWrl27Em0A77//Prdu3WLz5s1/at5CCCGEEEIIIYQQ4ulJuCz+cnFxccpK3WKlhcOzZs0iI8O4/MLSpUt59913lRXEM2fOZMyYMX96Th07diQ5ORl7e3uSkpJ48803OXHiBObm5qhUKhwdHQkPD8dgMJCfn4+5uTlHjhzhwIEDdO/enffee48JEyY80UZ8GzZsYP/+/ej1eqMSH/b29jRo0AAoCpuPHz/+2HvZ2dnx1ltvAUXB+2effcbLL7+Mo6Njqf1nzJjB1KlTKzzXx2ndujVarZbly5czaNAgIiMjad++PaampqSnpyulTB4WEhKCv78/4eHheHl5MW/ePKWudvfu3RkxYgSDBg1CrVazdOlS5s6dCxTVWf766685ePAghYWFZGZmGv3iQQghhBBCCCGEEEL8NSRcFn+5pk2blloW42GJiYksWrSI7t27c+jQIebPn8+ZM2do1qwZq1evpn79+kRGRpKYmPhMai//9NNP3LlzRwm9lyxZwv79+zlz5kyJvjVr1uS1114DoEOHDhw8eJBhw4YxfPhwnJyc0Ov1JVYmQ1HN5YdLO3Tv3l0pi+Hn5wcUbeDn4eFB9+7dAXBycmL9+vUVfo/bt2/j4+NDenp6iTIVD5swYQLjxo1TzrVaLTVq1Kjwcx6lVquJjo6md+/eREREYGJiovwd29vbEx8fT6NGjYzG+Pj4EP7/2Lvv+Brv9/Hjr5NzMmVIxAwyiNixQqiKPRsUVbNWWopajdpKS1CjRs1GqShpmzaoXR9FqSoRkYjRkhixEpKczJPknPP7I839cWQQnd/P73o+Hvej7vs97vf7VvnjcrneEyfSrFkzrKys8PT0ZOzYsUD+IYkFBywCdOjQgT59+gD59bu1Wq3JfMOGDSsyQ1wIIYQQQgghhBBC/HUkuCz+dmfPnlUycwvcvXvX5L58+fKsXr2as2fPUrFiRd59913Gjh1L//798fLyUvrl5eWVKlu4OAVzPDnXzp07ycjI4JVXXlGeHTlyhOPHjyvBZcgvQVGQXXzo0CH8/f0pU6aMcrjf3r17ycrKombNmkRFRZW4Dp1Ox+HDh5Xa08nJyaXaR/ny5fnPf/7D7NmzGTBgAGfOnEGlUhXqZ2lp+adn+vbs2ZPr168TERGBr6+vkjVtNBqLHbNw4UIGDx5MQkICfn5+SvBdpVIREhLChAkTyMjIwM/PT9lHZGTkn7puIYQQQgghhBBCCPFiJLgs/nIGgwGj0ahkGPv4+BSbuWwwGMjNzaVKlSoMHjyYs2fP4ujoSJMmTQrNu2PHDjZs2FAoUP1n0Wg0HD9+3CR7OTExkXbt2hXqGx4eTmJiIm+99RY5OTlAyTWXIb+8w/bt2wGoWrUqkF9nevTo0bz//vsAHDt2jPHjx5dq3XXq1OGLL76gbNmyXLx4EW9v71KN/yMqVapEjx49SjWmbt261K1bt8g2Hx+fP2NZQgghhBBCCCGEEOIvYPZPL0D87zt79iwtW7bkpZdeYuvWreTl5dG6dWuTq2rVqsybN4+XX36Zl156iZSUlGLnK8iErVOnDsOGDWPbtm0m7Tk5OSQlJZGenv5C6/3111/ZvHkzKpWKiRMncu7cOeWaMWNGof4Gg4G5c+eWKoPaaDTyxhtvkJeXx507dzAYDADExMRQu3btUq/5ypUrDBs2TLlXq9WYmZmVvmRIdgZkpBR/ZRf/TWNiYvDx8cHR0ZGpU6eWmLFcICwsDFdXV6pUqcLOnTtN2tauXUvFihXx8PDg6NGjyvP09HT69++PjY0N9vb2zJ49u3R7FEIIIYQQQgghhBB/CslcFn+5Fi1a8MsvvwBw//593nnnHVatWkWVKlUAOHz4MDt37uTjjz+mbNmyz5wvLy8PT09PvL29ady4MTdv3iQ0NJRRo0ah0WjYs2cPr732Wqnr8Obm5qLVaunevTuBgYEArFq1itDQUKVPUZnLO3fuJDc31yS4+yx6vV75tYWFBc2aNSMnJ4eIiAi2bNlS7LjMzExUKhXW1tYmz93d3Tly5Ajz589n5MiRrF+/Hnd3d+rVq/fcawLgZhSYl/xjwcrCAmc7B5NnOp0Of39/unTpQmhoKBMmTGDr1q2MGDGi2HliYmIYPHgwa9eupUWLFvTp04cmTZrg5eXFoUOHCAwMJDQ0lPLlyzNkyBDOnj1LuXLlmDx5MllZWVy6dIn4+Hi6d++On58fnTp1Kt1ehRBCCCGEEEIIIcQfIsFl8bc5ceIEgwYNolevXjg5OSnP69WrR2JiIvXr12fbtm20b99eaTMYDEog1tzcnPj4eNq2bcvly5eVPvv27WPhwoW8+eabf2h93333HSqVis2bN9OmTRvGjBnDxIkTlUAzwIYNG/j555+V+9TUVN577z2WLFmCSqVCr9cXmy2cl5eHwWDAwsKCFi1a4O7uDsCuXbuYNWsWe/bsoXr16uzfv58mTZrQtGlTEhMTTWomjx07lrJly7Jy5Uplzry8PKysrPjuu+8YM2YMS5cupVWrVsp+SuP4ByuwtbMtsY+znQPVy1cweXbgwAFSU1NZsWIFNjY2BAUFMW7cuBKDy8HBwbRr146AgAAAxo8fT0hICAsWLGD9+vUMGzaMXr16AdCrVy/Cw8MZOXIkubm5fPHFF9jb2+Pu7k7z5s2JjIyU4LIQQgghhBBCCCHE30zKYoi/xfLly+nTpw9r1qxh7dq1WFlZKW0uLi7s3buXadOm0b17d+VwPMjPiNVqtQCMGjWKGTNmULZsWZNr0aJFLF++HDOz/P+d+/Xrx5o1a6hcuXKp1jhs2DBOnjxJmzZtgPxM5iddvnyZefPm0aBBA+XZkiVLsLS0ZODAgfz444/Y2NhgZ2dH2bJl+fDDD/n2228pW7YsZcqUwdramgEDBgD5tYR79OiB0Whk1qxZ/PTTT8yePZuRI0fy5ZdfEhMTw6xZsxg0aBB2dnYAHDx4kLNnz/Lll19SvXp1LCwsaNiwIWPHjiU1NZUJEyYwefJkevfuzeHDh/Hw8CjV/v+IqKgofH19sbGxAaBhw4bExsY+c8yTf5HQvHlzIiIiSmwzMzNj69at2NvbA/kZ4L/99huenp5/9paEEEIIIYQQQgghxDNI5rL4WwwcOJB+/frh6upabJ933nmHzp074+XlpTzbuHGj8uvhw4czfPjwZ74rOTmZzz77jD179pRqjWXKlKFOnTrK/ebNm03a69Spw82bN7G0tFSezZ8/n379+qFWq/Hz80On05XqnQcOHCAvL4927dqxf/9+Ro0axd69eylTpgy+vr40bNiQZs2aAdC1a1e6du3KggULlBrVBQHc8PBw0tPT2b9/P1euXGHhwoXUq1eP3r17l2o9fnOnPFdZjKurtphkL2u1WiUTG0ClUqFWq0lOTsbR0bHIeZ4eY29vz927d5/Z9qRt27ahVqvp3r37821QCCGEEEIIIYQQQvxpJLgs/hYF9ZWf5cnA8otydHTk559/xsLC4g/P9bQnA8uQX6qjSZMmLzzfsmXL8PPzo379+hw4cEB5rtFo8Pf3p3PnzoXeWZRPP/2UJk2akJqaSm5uLikpKWRlZZV+Qa7e4FCu+PbsdLLjzpOUlmoSXNZoNIXWaWVlRWZmZrHB5afHFPR/VluBe/fuERgYyIYNG57rGwkhhBBCCCGEEEKIP5cEl8X/pL8isPxnO3r0KD/88AOvv/46vXv35vz585iZmfHgwQMiIyOZNGkSAEajES8vLzZu3Ej9+vWxtbXF3Nychw8fUq1aNXr06MHjx4/Zu3cve/bsYe/evSxduvTFFmVVBsqULfUwJycnYmJiTJ6lpaWV+Pvg5OREYmJikTOAnfIAAK4+SURBVP1LaoP8WtxDhw7F39+f1157rdTrFUIIIYQQQgghhBB/nNRcFuIfoNPpmDBhAi+//DIAX331FfHx8cTHx+Pm5sZXX33FzZs3uXLlCvHx8ezduxdzc3MaN27MG2+8wccff0yVKlVYtGgRjo6OHD9+XKk5DfkB6aysLAwGw9+yHx8fH06fPq3cx8XFodPpTA5ufNaYyMhIXFxcntkGMH36dB4+fMi6dev+zG0IIYQQQgghhBBCiFKQ4LIQ/4CdO3dSrVo1Ro4cCeRnWpuZmaHX67lx4wbVq1dX+qpUKqUd4P79+1SsWFFpv3//PjVq1MDNzY1JkyZx5MgR3NzccHd358aNG0W+v+CgxCevP6JNmzZotVq2bNkCQFBQEB07dkStVpOSkoJery80pm/fvoSGhhIdHU16ejqrV6+mS5cuQP6hjOvWrSMhIYEHDx6wefNmpW3btm1s3LiRkJAQDAYD6enppa51LYQQQgghhBBCCCH+OAkuC/EPeOONNwgJCSn0/OrVqwBUrVq1UJtKpQLg7Nmz1K9fn8ePH3PlyhVcXV25c+eOkvkcHx/PzZs3uX//PjVr1izy/YsWLcLBwUG5qlWr9of2o9FoCA4OZvz48Tg7O7N7926WLFkC5NfAjo6OLjTG29ubiRMn0qxZM1xcXFCr1YwdOxYAf39/OnTogKenJ+7u7jRu3Jg+ffoA8PHHH6PVamnUqBF2dnbY2dkxevToP7R+IYQQQgghhBBCCFF6ElwW4h9gZmaGs7Nzoee7du2idevWRdYqVqlU3Lx5k7p16+Lk5ERQUBD/+c9/APjiiy+wsbHBzc0NNzc3bG1t2bBhQ7HvnzFjBqmpqcp1+/btP7ynnj17cv36dT7//HMuX75M3bp1gfwSHY0aNSpyzMKFC4mMjCQsLIyffvoJa2trZa8hISEcP36c/fv3s2fPHiW4HhkZidFoNLm2bt36h9cvhBBCCCGEEEIIIUpHDvQT4l9Cr9cTEhLCW2+9VaitIIhqbm5OmzZtWLlyJQA1a9bEaDRiZWVF+/bt2bt3LwDDhw8v8V2WlpZYWlr+2VugUqVK9OjRo1Rj6tatqwSin+bj4/NnLEsIIYQQQgghhBBC/AUkc1mIf4lPPvmExMRERo0aVajt5Zdf5tq1a5QpU4ZGjRopV/Xq1TEYDJiZmZGcnMzJkyc5efIkDx8+fLFFZGdARkrxV3Z6oSExMTH4+Pjg6OjI1KlTMRqNz3xNWFgYrq6uVKlShZ07d5q0rV27looVK+Lh4cHRo0eV5+np6fTv3x8bGxvs7e2ZPXv2i+1RCCGEEEIIIYQQQvwpJHNZiH+QwWDAYDCwZ88epk2bxtKlS7G3twegTJkyLF68GJ1Ox7lz5/Dw8ODGjRuMHz9eGZ+amsqQIUPIy8vj9u3bSnmI33777cUWdDMKzEv+sWBlYYGznQOQfzCgv78/Xbp0ITQ0lAkTJrB161ZGjBhR7PiYmBgGDx7M2rVradGiBX369KFJkyZ4eXlx6NAhAgMDCQ0NpXz58gwZMoSzZ89Srlw5Jk+eTFZWFpcuXSI+Pp7u3bvj5+dHp06dXmyvQgghhBBCCCGEEOIPkeCyEP+gnJwccnNzuX79OsOGDeOdd95R2rZv386pU6eA/FrMBoOBl156icOHD5v0iYyMRKfT0bBhQ4KDgwGYMmUKtra2pV7P8Q9WYGtX8jhnOweql68AwIEDB0hNTWXFihXY2NgQFBTEuHHjSgwuBwcH065dOwICAgAYP348ISEhLFiwgPXr1zNs2DB69eoFQK9evQgPD2fkyJHk5ubyxRdfYG9vj7u7O82bNycyMlKCy0IIIYQQQgghhBD/EAkuC/EH6fV6jEYjGk3+H6datWqxevVqunbtCuQHerVarRL4zc3NRaPRoFKpOHfuHKdOneLXX38FoGzZstja2lK2bFkA7ty5w8KFC5W5ngwsAwwZMoQhQ4Yovy6wYsWKv2SvTwaWAaKiovD19cXGxgaAhg0bEhsbW+IcUVFRdOvWTblv3rw5H3zwgdI2aNAgk7YTJ04QEBBgcmifXq/nt99+w9PT88/YlhBCCCGEEEIIIYR4ARJcFuIPOnjwIH369KFMmTKYmZmRkpLC66+/jrm5OQCZmZkYjUZ27dqFXq8nIyOD6OhovLy8sLCwYOzYscybNw+AAQMG0LVrV+VAvgEDBmBlZaW8a/jw4Xz++eeF1pCZmYmjoyO7d++mS5cuAKSkpFCuXDlOnjxJy5Ytn2svfnOnlFgWw8rCgqurtigBZq1Wi7u7u9KuUqlQq9UkJyfj6OhY5BxPj7G3t+fu3bvPbHvStm3bUKvVdO/e/bn2JYQQQgghhBBCCCH+fBJcFuIP6tGjBzqdTrn38vJi48aNtG3bFoB58+Zx7949Nm7cWGismZkZ69atIywsDMjPVD558iTLli1T7guylgHWrVvHypUrWb9+Pfv27WPv3r0AWFtb07p1a06cOKEEl3/88Ufs7Oxo3rz582/G1RscyhXdlp1Odtx5ktJSleCyRqPB0tLSpJuVlZUS7C7K02MK+j+rrcC9e/cIDAxkw4YNhd4thBBCCCGEEEIIIf4+ElwW4k82e/ZsPD096d27N2+99RZ9+vQhPT29yL4Gg+GZmctGo1Hpb2Njg42NDdbW1mg0GqV8BkCnTp2UYDPAiRMnaN++PWq1+vkXb1UGypR9ZrcCTk5OxMTEmDxLS0vDwsKixDGJiYlF9i+pDfK/19ChQ/H39+e111577nUKIYQQQgghhBBCiD+f2T+9ACH+rzMajRgMBuV+6NChuLi4YGZmxu7du2nYsCGtWrVS2vV6vfLrJ8cVJy8v77nW0alTJ86ePUt2djaQn7n8Vx925+Pjw+nTp5X7uLg4dDodTk5Ozz0mMjISFxeXZ7YBTJ8+nYcPH7Ju3bo/cxtCCCGEEEIIIYQQ4gVIcFmIP+jUqVOo1Wrs7OyUbOKyZcty5MgRdu7cqdyXLVsWOzs7LC0tlUzmChUqEBYWRv369alfvz4HDx5k9uzZyn1MTAy2trbPtY7GjRtjZ2fHmTNnyMzM5Pz588UGl3U6HVqt1uR6EW3atEGr1bJlyxYAgoKC6NixI2q1mpSUFJNAeoG+ffsSGhpKdHQ06enprF69Winl0a9fP9atW0dCQgIPHjxg8+bNStu2bdvYuHEjISEhGAwG0tPTTcqRCCGEEEIIIYQQQoi/l5TFEOIPatmyJTk5OWRkZODo6Eh8fLxJuYqi5OXlkZiYyJw5c/jggw+U50+XxYD87Obs7GyTg/2KolKp6NixI8ePHyc3NxcXFxdq1qxZZN9FixYxf/78595jcTQaDcHBwQwcOJCpU6diZmbGsWPHAHB0dCQyMpJGjRqZjPH29mbixIk0a9YMKysrPD09GTt2LAD+/v58/fXXeHp6AtChQwf69OkDwMcff4xWqzWZb9iwYWzduvUP70MIIYQQQgghhBBClJ7K+GRBVyHEC0tJScHR0ZHk5ORnBpdv3LiBj48PZcqUwczMDKPRyK1bt7CyssLS0pKMjAylHER2djbNmzdnz549yviVK1eya9cuJZBb4LPPPmPHjh289NJL3L9/v8hDBCE/c/nJrF+tVku1atVg6kxwqlT0ojNS4PIJIj5aRxMPT5Om+/fvExERga+vL+XKFXMg4FNiY2NJSEjAz8+vUI3ms2fPkpGRgZ+fHyqV6rnmE0IIIYQQQgghhBB/Dq1Wi4ODA6mpqdjb2xfbTzKXhfgHeHh48OjRIyA/M3n8+PE8fvwYgM6dO7Nu3TrGjRvHiBEjSjVvp06dmDBhApmZmUyZMqXYfpaWllhaWr74Bp5SqVIlevToUaoxdevWpW7dukW2+fj4/BnLEkIIIYQQQgghhBB/Iam5LMQ/6JdffqFNmzbcv3+fzz77DAAzMzO+/vprFi5cyBtvvEFUVNRzz1etWjWqVq3KmTNnaN++fekXlJ2Rn6Fc1JWdXuSQmJgYfHx8cHR0ZOrUqTzPP4YICwvD1dWVKlWqsHPnTpO2tWvXUrFiRTw8PDh69KjyPD09nf79+2NjY4O9vT2zZ88u/f6EEEIIIYQQQgghxJ9GMpeF+JMUHF6XkZGBRlP4j1Zubi5qtRp7e3tSUlLo3Lkzt2/fJigoiOHDh6NSqTAYDOTl5eHu7s6FCxdYsmQJ7dq1o1mzZhw+fPi51tGpUyfs7e1xcnIq/SZuRoF58T8WrCwscLZzUO51Oh3+/v506dKF0NBQJkyYwNatW0vMuI6JiWHw4MGsXbuWFi1a0KdPH5o0aYKXlxeHDh0iMDCQ0NBQypcvz5AhQzh79izlypVj8uTJZGVlcenSJeLj4+nevTt+fn7FHloohBBCCCGEEEIIIf5aUnNZiD/J3bt3qVWrVrHtOTk5vP7664SEhABw+PBh2rRpY3JQ36uvvkqHDh0YP3688iw7O5t79+7h7u5e5Ly5ubmYm5v/obUX1NE5fuE8tna2xfZztnOgevkKyv2uXbsYOXIkd+7cwcbGhqioKMaNG8fJkyeLnWPSpElcuXKFgwcPArBq1SoSExNZsGABvXv3plKlSmzYsAGAyZMnU69ePUaOHMnIkSNZvXq1UufHz8+PHj168N577/2hvQshhBBCCCGEEEIIU1JzWYgXkJWVRXZ2NhYWFqjV6iL7GAwGsrOzsbOzMwnqVqlShfT0dH788Uf69OlDYmJiie/q3Lmz8uvKlSsTERFBeHg4AE5OTvz888/UqlULKysrJbCs1+tRq9VUr16dw4cPU6NGDcaMGcOFCxe4c+cOW7duZc2aNTx8+JDr169z5syZEgPeT2vkXqPEHxhPi4qKwtfXFxsbGwAaNmxIbGzsM8d069ZNuW/evDkffPCB0jZo0CCTthMnThAQEMDWrVuV53q9nt9++w1PT9ODBYUQQgghhBBCCCHE30eCy0I8Ydu2bYwbNw5zc3MluJyTkwOAhYUFkB9czsnJ4dSpU7Ro0aJQn4ILIC8vD6PRyOHDh9m3bx9r165FpVKxfv16ZsyYgZ2dHWq1mgcPHuDr64uZWX4Z9NTUVNq3b49Go0Gn09GiRQt27dpF3759Wbp0Kebm5lhaWuLq6srPP//MV199xZ07d7C2tmbgwIHUq1ePDz74QFnH87oQd71UmctardYko1qlUqFWq0lOTsbR0bHIOZ4eY29vz927d5/Z9qRt27ahVqvp3r37829OCCGEEEIIIYQQQvypJLgsxBNGjx7N6NGjTZ6NHz8eZ2dn5s2bV+y4NWvWsHLlStRqNTk5OTx8+BA3Nzf0ej3du3cnLCyMBQsWoFKpAHj77bd5++23lfHW1tacP38eZ2dnACpVqsTx48epUaOGyXteeuklvvzyS1QqFefPn8fX15fq1aujUqn49ddfAahZsyZnz57l6tWrpd6/39wpz6y5fHXVFiXArNFosLS0NO1jZUVmZmaxweWnxxT0f1ZbgXv37hEYGMiGDRsKvVsIIYQQQgghhBBC/H0kuCzEn+Ddd9/l3XffBeDChQu88sorxMfH89VXX/Huu+/y5Zdf0rFjx2LH7927FweH/x6Ud+jQIVxcXAr169WrF9HR0QCYmZnx9ttvs3TpUjZs2ICtrS05OTksWLAAd3d37O3tKXVJdVdvcChXdFt2Otlx50lKS1WCy05OTsTExJh0S0tLKzFj2snJyaRkyJP9S2qD/KzxoUOH4u/vz2uvvVa6vQkhhBBCCCGEEEKIP5UEl4V4Sm5uLkajEXNzcyXT+Ek5OTmo1WrUajUXL17kpZdews7OTgmC6vV6tFotZcuWJS8vD1tbWwICAtDpdNjZ2XHt2jUA3Nzcnuswvtu3b3Pp0iVq166Nm5sbNWrUYNq0afj6+uLk5MTdu3cJDAykdevWHDt2jBUrVtCwYUMmTpxY5PpLZFUGypR97u4+Pj58+umnyn1cXBw6nQ4nJ6cSx5w+fZpRo0YBEBkZqQTSC9o6dOhQqA1g+vTpPHz4kD179pRmV0IIIYQQQgghhBDiL2D2Ty9AiH+bOXPmYGlpiZmZGSqVirVr1zJ//nxUKhUqlQpLS0u+/vprIP8Au7S0NO7evUt8fDzx8fEEBwdTo0YNAgMDefToEffv3yc+Pp579+4pgeUC//nPf5Rx8fHxDBkyhFOnTpk8K1++PBpN/t8DTZ06lXLlymEwGKhbty7u7u40a9aM9957j9TUVHJycjh06BAAq1atws3Nrcg96nQ6tFqtyfUi2rRpg1arZcuWLQAEBQXRsWNH1Go1KSkp6PX6QmP69u1LaGgo0dHRpKens3r1arp06QJAv379WLduHQkJCTx48IDNmzcrbdu2bWPjxo2EhIRgMBhIT09Hp9O90LqFEEIIIYQQQgghxB8nwWUhnjJ79mySkpLQarWkpaXx1ltvMWPGDNLS0tBqtSQlJfHqq68WGrd9+3ZcXV3p2rUrN2/eZOvWrdSrV4+aNWtSs2bNQoHQ0aNHY2Njg8FgUJ59++23ZGRkKPc6nY5p06ZRtmxZID9g7O/vz7Zt2+jVqxc7duxg9erVmJmZsWvXLs6dO0doaCjvvvsub7/9NmfOnClyj4sWLcLBwUG5qlWr9kLfSqPREBwcrNSl3r17N0uWLAHA0dFRKeHxJG9vbyZOnEizZs1wcXFBrVYzduxYAPz9/enQoQOenp64u7vTuHFj+vTpA8DHH3+MVqulUaNG2NnZYWdnV6g+thBCCCGEEEIIIYT4+0hZDCGeYmtri62trXJvbm6OhYWFybMCeXl5HDlyhA0bNnDkyBEaNWrEzZs3TfpkZ2djbW1dqPxF9erVadGihVJ+49atW6hUKry8vKhSpQrm5ubk5OTQu3dv5aA/gPT0dMqUKQNAUlISN2/exNLSkgsXLpCcnMy9e/eIiIggOzub9evXF7nHGTNmMGXKFOVeq9W+cIC5Z8+eXL9+nYiICHx9fSlXLr9mc0n1nhcuXMjgwYNJSEjAz89PKSmiUqkICQlhwoQJZGRk4Ofnp5T2iIyMfKH1CSGEEEIIIYQQQoi/hgSXhfgDIiMjmTp1KhMnTuT1119nxIgRhUpRFARZzcxM/6HA4MGDGTx4MADjxo3j7t27/Prrr7Rt25bbt2/z9ddfF3kw3u3bt6lSpQoA5cqV46uvvqJ58+bMnj2bCxcucPDgQaZNm1ZkSYoClpaWWFpa/pGtm6hUqRI9evQo1Zi6detSt27dItt8fHz+jGUJIYQQQgghhBBCiL+QlMUQ4g/w8fEhOjqagIAAzM3NadasmUm95Pj4eK5evVrs+Nu3b9O7d28SEhLYsWMHAJMmTcLT05NWrVpx9uxZk/5ZWVkkJCRQsWJF9Ho9M2fOJDw8nNzcXK5cucKtW7dITU3l6tWr/Prrr6XfUHYGZKQUfWWnF+oeExODj48Pjo6OTJ06tcRs5QJhYWG4urpSpUoVdu7cadK2du1aKlasiIeHB0ePHlWep6en079/f2xsbLC3t2f27Nml35sQQgghhBBCCCGE+FNJcFmI3+Xl5fHgwQNSUlJIT09XrtzcXHJyckyepaSk8ODBA5PxzwqsPplJfOvWLQYOHEjTpk1p06YN4eHhWFtbK3MsW7aM6dOn88orr/Dyyy9z4MABAMLDw2nRogVGo5FTp07Rtm1bhg0bRlpaGqGhoRw/fpx79+4RGhrK5s2b+eSTT0r3EW5GweUTRV9x57GysMDZzgHIrwft7+9P06ZNOXfuHLGxsWzdurXE6WNiYhg8eDBz5szh0KFDzJ07Vwm+Hzp0iMDAQDZt2sT27dsJCAjg0aNHAEyePJmsrCwuXbrE7t27Wb58Od9//33p9iaEEEIIIYQQQggh/lRSFkOI3129epVGjRphYWFRqD4ywLp165Rf5+bmolKpSE//bzavTqfj7NmzVK1atcj5c3JysLa2BvLrLXfv3p2VK1dSsWJFpU9mZibZ2dkA9OvXD39/f7766iulTER0dDRvv/02KpWKQ4cO4enpCeQfnnfs2LE/9gGA4x+swNaucG3pAs52DlQvXwGAAwcOkJqayooVK7CxsSEoKIhx48YxYsSIYscHBwfTrl07AgICABg/fjwhISEsWLCA9evXM2zYMHr16gVAr169CA8PZ+TIkeTm5vLFF19gb2+Pu7s7zZs3JzIykk6dOv3hPQshhBBCCCGEEEKIF6MyPs+/YxdCFMtgMKDX64sMSD/ZJy8vr8gayi8qKyuL69evU79+feVZTEwMNWrUUILYz0ur1eLg4EBqair29vbPNWb+/PmcOXOG/fv3A/mZ2+XKlePx48fFjmnXrh3dunXjvffeA+D06dN88MEHHDhwAHd3d5YsWUL//v0B2LlzJydOnCh0KKFer6d69ep88sknvPrqq6XapxBCCCGEEEIIIYR4tueNFUnmshBFyMzM5MqVK/zyyy8kJSWVWOM3Ojqali1bYm5ujkqlAiAjIwONRqMcmmcwGGjbti179uwxGTt//nyysrJYvHgxRqMRo9GImZkZ8+bNIzs7m8WLFxd6n9FoRKVS8euvv9KtWzcSEhKUts6dO3Po0CEaNGhgMt/zuhB3vcjM5SczlgtotVrc3d2Ve5VKhVqtJjk5GUdHxyLnf3qMvb09d+/efWbbk7Zt24ZaraZ79+7PvS8hhBBCCCGEEEII8eeT4LIQT1i9ejUffvgh2dnZ6PV6XnvtNTw9PTEYDMUGab29vUlPT8dgMKDR5P+R6t27N23btmXSpEkAxMXFmQROQ0NDSU9Px9LSEqPRyOjRo2nYsCErV67E1taWxMREDAYDR44cIT09nTVr1tCpUyeuX79O3bp1sba2xmAwkJ6eTtmyZZV5tVotL730EmZmZmRnZ7Nw4ULefffd596/39wpYF74x4KVhQVXV20xCTA/GTxX+llZkZmZWWxw+ekxBf2f1Vbg3r17BAYGsmHDhkLvFkIIIYQQQgghhBB/LwkuC/GEkSNHMnToUHQ6Hb6+vnz++edKm0ajUQK5Op2O9u3bs3v3bgACAwOxtbXlgw8+KDSnXq+nQ4cOTJ8+nbfeeguAFi1a0Lp1a4YOHUpqairh4eEsXbqU7t27k5eXx6ZNm9DpdLzzzjvk5eVRp04dAGrUqIFOpwPg4sWL9OzZk/j4eE6dOoW3tzf169fnu+++o0GDBi/2AVy9waGc6bPsdLLjzpOUlmoSXHZyciImJsaka1paWomlP5ycnEhMTCyyf0ltkJ/9PXToUPz9/XnttddeaHtCCCGEEEIIIYQQ4s/z/P9eXoj/D1haWhbKutXpdOTm5mJpacmdO3dISkpizZo1JoHPV155hcWLF3P+/PlCc4aGhpKSkmISEHV3d2fjxo2o1WqysrJYs2YN9vb2hISEsGjRIo4fP87JkycJCgpi2bJlRa61Zs2afPfddwC0b9+eK1eu8N1331GjRo0X/wBWZaBMWdPLqugD/nx8fDh9+rRyHxcXh06nw8nJqdjpnx4TGRmJi4vLM9sApk+fzsOHD00OVhRCCCGEEEIIIYQQ/xwJLgvxO71ej6urK66urjRs2JA7d+7g5uaGh4cHISEhhQ7sU6vVyq/bt29P//79efvtt3nyjMy0tDSmTZvG+++/bxK0XrJkCSNHjmTlypV8++23vPnmm+zYsQOj0UitWrUoV64cTk5OeHl54ebmRlBQkMm7582bR/Xq1WnXrh3Ozs7k5OTQuXNn2rVrR/Xq1fnwww9L3KtOp0Or1ZpcpdWmTRu0Wi1btmwBICgoiI4dO6JWq0lJSUGv1xca07dvX0JDQ4mOjiY9PZ3Vq1fTpUsXAPr168e6detISEjgwYMHbN68WWnbtm0bGzduJCQkRCkHUpDBLYQQQgghhBBCCCH+GRJcFuJ3arWau3fvcvPmTUaOHEnVqlWJjo4mISGBkSNHPnP8nDlz0Ov1pKenK892796Nk5MT48aNM+k7bdo0fv31V9RqNVOmTCE5OZlatWrh5eVFzZo1GTVqFGPGjKFmzZp4enpSs2ZNk/EWFhaMHz+epKQkkpKSsLKy4ubNmyQlJREYGFhkYPdJixYtwsHBQbmqVatWii+VT6PREBwczPjx43F2dmb37t0sWbIEAEdHR6KjowuN8fb2ZuLEiTRr1gwXFxfUajVjx44FwN/fnw4dOuDp6Ym7uzuNGzemT58+AHz88cdotVoaNWqEnZ0ddnZ2jB49utRrFkIIIYQQQgghhBB/Hqm5LMRTkpOT2bhxIw4ODrz22mt0796dCRMmFNlXr9ej1+uxsLDAy8uL06dPm2Q4DxkyhK5du6LRaNDr9eTm5mJlZQXAp59+Snp6OpcvX6Z169b88MMPzJgxg9u3b2Nrm1+KIicnh+TkZG7fvm3y3qcPF8zLy1PGPI8ZM2YwZcoU5V6r1b5QgLlnz55cv36diIgIfH19KVcuv17zk9nbT1u4cCGDBw8mISEBPz8/pbyISqUiJCSECRMmkJGRgZ+fHyqVCsgvkSGEEEIIIYQQQggh/l1UxpKiQEL8f2js2LHcvHmTS5cu8e2339KmTRvOnTuHr68v9+/fx8rKiq1bt3Lw4EFGjhxJ7969Cx1il5GRgUajwdLSUnmWl5eHWq0mNTWVR48e0aBBA9q1a4enpye3bt2iWrVqnD9/ntq1ayt1kx89esTnn3/OtWvXAFiwYAHr168nMzMTo9GoHDB48+ZNXF1dAUhNTcVoNGJra8vixYsZMmTIM/es1WpxcHCAqTPBqZJpY0YKXD5BxEfraOLh+YJfVQghhBBCCCGEEEL8X1EQK0pNTcXe3r7YflIWQ4gnHDx4kK+//prFixcD0KRJEyZPnkxiYmKR/Tt37kxmZiYpKSkmV48ePVi0aJHJs/T0dFJTU4H8IPHIkSNp0KABAOvXr2fWrFmYmZnh4uJCzZo1qVmzJm5ubiZZylOnTiUuLo7k5GRSUlKIj4+ne/fu9OjRg7y8PL799lul7ebNmwwYMKB0HyA7Iz+Y/OSVnV6oW0xMDD4+Pjg6OjJ16tQSM5ULhIWF4erqSpUqVdi5c6dJ29q1a6lYsSIeHh4cPXq00Nhly5YxfPjw0u1FCCGEEEIIIYQQQvylpCyGEL/79ddfef3119m+fTvly5dXnj95OJ6XlxcqlYr09HQ6duz4wu9avHgxGo2GpUuXAigZzkajkQ0bNpiUxXjSk5nQBoOBefPm8cMPP3D27FlOnjyJv78/n376Kd27dzc5cPC53YwC88I/FqwsLHC2cwDyDwP09/enS5cuhIaGMmHCBLZu3cqIESOKnTYmJobBgwezdu1aWrRoQZ8+fWjSpAleXl4cOnSIwMBAQkNDKV++PEOGDOHs2bNKiY2tW7cyffr058rAFkIIIYQQQgghhBB/HwkuC/G7GjVqsG3bNvz9/bl7926hbNycnByuXr2qlMXYt29fsXMV1GIuzpPBZIPBYDIuODiY1q1bA3Dp0iX69etnMlar1fLdd9+xbNkyHBwc+PHHH7G1taVr1658+eWXvP766zRp0oSxY8fi5+eHjY3Nc3+D4x+swNaucO1mZzsHqpevAMCBAwdITU1lxYoV2NjYEBQUxLhx40oMLgcHB9OuXTsCAgIAGD9+PCEhIUqZj2HDhtGrVy8AevXqRXh4OAEBARw7dozVq1czcuTIQoF2IYQQQgghhBBCCPHPkrIYQvzOzMxMCXBmZWWRmZlp0v7pp58qtZW7du3K+++/X+xcWVlZZGdnl/i+9PR09u3bR1ZWlvJMp9Mpv46NjaVJkyb4+fmZjPHz82P9+vXMnj2bY8eO4ezsTG5uLnq9ntatW3P58mUaNGjAzJkzSU5Ofv4PADRyr0ETD89CV0FgGSAqKgpfX18laN2wYUNiY2NLnDcqKor27dsr982bNyciIuKZbQWHJFapUqVU+xBCCCGEEEIIIYQQfz3JXBbiKTNnzkSn05GYmMjGjRvZuXMnjRo1IjMzk6SkJDZv3kxcXBxLliyhfv36BAUFMXToUMzMzHjzzTf59ttvOXLkCEajkcTERG7cuMGFCxf44YcfWLNmjVJyw8rKisePHyuH8p08eZIff/zRpPyDnZ2dSYDY1taWb7/9lqpVq1K7dm1q1qyJt7c3s2bN4rvvvkOn0/HgwQPc3NwwGAysXbuWoKCg5977hbjrJpnLT2YsF9Bqtbi7uyv3KpUKtVpNcnIyjo6ORc779Bh7e3vu3r37zLbKlSs/99qFEEIIIYQQQgghxN9LgstC/C4vLw+dToeZmRlly5YlIyODhIQEunbtyvTp05k0aRKWlpZcvHiRMWPGKJm75ubmdOrUCXt7ewYOHMi3337LxIkTqV69Or/99hs9evTg66+/Zs2aNSalHTQaDZs2bVLKZ1haWtK4cWN+/vlnpU9oaCgHDhwwWWe7du34/vvvsbS0RKPRkJmZyZIlS/joo4/Yv38/n332GWFhYS/0DfzmTjGpuWxlYcHVVVtMAswajcak9jPkB8ozMzOLDS4/Paag/7PahBBCCCGEEEIIIcS/l5TFEOJ3586dw8PDg9WrV/PRRx8xduxYzMzM+PDDDxk5cqTSz83Njc8//1y5HzVqFGlpaVSoUIHJkyej0Wjo27cvu3btolatWuzYsYOyZcsyYsQIXFxcgPxDAqtWrcqQIUMYNmwYq1atwtzcXJnT3d2dw4cPA/mZwU8yNzdHo9FgZmbGq6++ire3Nw8ePADg9u3beHh4vPhHcPWGOm3yL/cmZOfkkJSWatLFycmJxMREk2dpaWlKyZCiPD3myf4ltQkhhBBCCCGEEEKIfy8JLgvxO19fXx48eMCUKVOYNWuWEkCeM2cOn332mdIvPj6eYcOGAfkH7rVv356AgAAuXboE5NduLlAQJHV0dCQ9PV15/t577xEXF8fVq1fJysoyqasM+YcHVqxYsch1mpmZKQHnPXv28Ouvv2Jra0unTp349NNPOXbsGP369aNbt26cOnWqdB/BqgyUKZt/WRU+2A/Ax8eH06dPK/dxcXHodDqcnJyKnfbpMZGRkUqgvaQ2IYQQQgghhBBCCPHvJcFlIUpgNBpLbNfr9Xz44YfMnz8fvV5PQkICBoMBlUqFwWBQspGdnZ15/PixMs7S0hJzc3M++eQTatSoQaNGjUzmValUODs7F3rfhAkTuHnzJp07dyYuLg5/f39q1apFeHg4P/74I+fOneOXX34hLCwMtVpNampqoTkg/+BArVZrcj2vNm3aoNVq2bJlCwBBQUF07NgRtVpNSkqKUubjSX379iU0NJTo6GjS09NZvXo1Xbp0AaBfv36sW7eOhIQEHjx4wObNm5U2IYQQQgghhBBCCPHvJcFlIYpw9epVVqxYgZmZGYsXL6Zs2bKsX7+eKVOmULZsWUJDQzEajTRs2BB/f39ycnKwsLAgOjqa3NxcLC0tycvLU4LLlStXJiEhweQd165dY/78+XTv3p0rV64oQVmj0cijR4+U4PKTwdqVK1dy7949rl69yhtvvMHhw4e5evUqr7/+utLH2dmZmJgYwDSL+kmLFi3CwcFBuapVq/bc30aj0RAcHMz48eNxdnZm9+7dLFmyBMjP0I6Oji40xtvbm4kTJ9KsWTNcXFxQq9WMHTsWAH9/fzp06ICnpyfu7u40btyYPn36PPd6hBBCCCGEEEIIIcQ/Q4LLQvzut99+Y8aMGWzZsoWLFy9Sr149Zs6cSVJSEikpKbz99tusWLGClJQUUlJSGDFiBJAfDA4ICCAjI4Pbt2+Tk5ODpaUlubm5SnDZw8ODK1euKO+6d+8evXr1Ii0tjfPnzzN8+HDlELtr167h4OCgHHKXnZ2tjDMzM2PQoEFs376dkydPkpWVxVtvvUVUVJTS5/Hjx1So8N8D+IoyY8YMUlNTlev27dul+lY9e/bk+vXrfP7551y+fJm6desq3+LpLOwCCxcuJDIykrCwMH766Sesra2B/CztkJAQjh8/zv79+9mzZ0+hOtPz5s1j69atpVqjEEIIIYQQQgghhPhrSXBZiN8ZDAYePHhAx44dee211+jSpQsff/wxtra22Nrasn37dmbPno29vT3W1tYkJiaSlZXF4MGD0ev1jB49mtTUVJKTk7G3tyczM1MJENerV48zZ84o75o2bRru7u506dKFN998E39/f2rXrs2OHTs4fPgwlStX5s0336RXr15s2LBBGXfnzh0iIiLo27cvarWa+Ph45eBAgLy8PNRqNeXKlStxr5aWltjb25tcpVWpUiV69OjxzHc9qW7dunTq1KnIA/t8fHxo27ZtocCyEEIIIYQQQgghhPh3kuCyEL+rVasWn332mUmJiPfee4/Vq1fTtm1bkpKSSEpKonv37kyYMIHy5cvzww8/UKZMGbZt20Z2djYajYa7d+9So0YNMjIysLa2RqfT4evry969e5USF8uXL+e7777DysoKlUrFrFmzKF++PK6urnz66aeMGTOGy5cvY21tbRK8jY+PZ968edjY2AAwZcoUAgMDlfIXN27coHr16qjVaiA/2Fwq2RmQkZJ/ZacX2SUmJgYfHx8cHR2ZOnXqM+tSA4SFheHq6kqVKlXYuXOnSdvatWupWLEiHh4eHD16tNDYZcuWMXz48NLtQwghhBBCCCGEEEL85SS4LMQzDB06lOjoaMLDwwkJCSEmJoZ58+YB0L17dz799FPUajXXr1+nevXqnDt3jpo1a/L48WMcHBwYMGAAv/32Gy4uLhw4cACA8uXLKwHgJ61evZqXXnoJb29v5ZlWq2XTpk3o9Xpat27N2LFjSU9PJzU1lVq1avHee+9hbW3N4cOHCQ4OpkePHiQkJBAYGGgyz3O5GQWXT+RfceexsrDA2c5BadbpdPj7+9O0aVPOnTtHbGzsM8tVxMTEMHjwYObMmcOhQ4eYO3cuV69eBeDQoUMEBgayadMmtm/fTkBAAI8ePVLGbt26lenTp5duD0IIIYQQQgghhBDib6H5pxcgxL/N05m41tbWbN++ne7du2NlZcUvv/yi1AsucOPGDY4cOcL06dO5dOkS3t7eLFu2jOvXr5Obm8uWLVsYMWIEM2fOpHv37kqmsV6vx2AwALB792727NnD/v37uXjxIsnJyRiNRmJiYpg5cyZvvvkm2dnZhIeHM2vWLFq2bElwcDAqlQqNRkNsbCxffvklERERvP7661SoUIFNmzaVau/HP1iBrZ2tcu9s50D18v+t33zgwAFSU1NZsWIFNjY2BAUFMW7cOKX+dFGCg4Np164dAQEBAIwfP56QkBAWLFjA+vXrGTZsGL169QKgV69ehIeHExAQwLFjx1i9ejUjR44kJyenVPsQQgghhBBCCCGEEH89yVwW4gnDhw9n3bp1VKxYkbi4OJYtW0bHjh3p3bs33bt3p3bt2nTr1o0xY8awYMECkpKS+OSTT2jcuDGzZs0iODiYN954A3Nzc2rXrk1AQACfffYZJ0+eZOjQodSvX185uA/yD+vLyclhy5YtfPbZZ/Tr14/79+9To0YNHj58iK2tLW3btmXixImoVCpWrVrF7NmzmT59Ojt27MDGxoaEhAR8fHxYs2YNx44dw9nZmb1796JSqejWrVup9t/IvQZNPDyV68nAMkBUVBS+vr5KWY6GDRsSGxtb4pxRUVG0b99euW/evDkRERHPbPPy8uL06dNUqVKlVHsQQgghhBBCCCGEEH8PyVwW4glDhgxh1KhRvPzyy2RmZhITE0NycjKvvPIKn3/+OQBnz57lyJEjPH78GGdnZ3r27Enfvn2ZO3cuTZo0YcCAAQDMmzeP6OhoBg0axPLly/nkk0/YsWOHyfu+//575dfDhw+nUqVKeHp60rlzZxITEwutb9q0aQQGBtKvXz9u3LjB4sWLcXFxYc2aNbRq1YqrV6/yyy+/0KxZM7Zv3861a9dKtf8LcddLzFzWarW4u7sr9yqVCrVaTXJyMo6OjkXO+fQYe3t77t69+8y2ypUrl2rtQgghhBBCCCGEEOLvJcFlIZ7wxRdfsH//fpOyF7m5udy5cwc3NzflmV6vx8rKiqVLl/L48WMSEhJ48OAB169f54cffsDf3x9zc3NsbW1xcHBg0KBBTJ06lbi4OJNg6pNUKhVGo9HkQMGcnBwsLCxM+t24cYMzZ84QHBysPPP19aV8+fK4uLhw9+5dhg4dyk8//UTt2rVLtX+/uVPA/L8/FqwsLLi6aosSYNZoNFhaWpqMsbKyIjMzs9jg8tNjCvo/q00IIYQQQgghhBBC/LtJWQwhnpCbm8vUqVOJj4/n888/p1OnTty8eZMHDx7Qv39/hg0bxpkzZ/j+++/Jzs4G4ObNm/z88888fPiQ69ev88svv3Dy5ElatmzJkCFDiI6Oxs/Pj5MnT7J7926T9y1evJiFCxcq92lpaZibmyv3TZs2Zfv27SZjpk2bxuLFi8nIyOCNN95Aq9UCYG5ujkql4rXXXmPixInMnz+/9B/A1RvqtMm/3JuQnZNDUlqq0uzk5FQoozotLa1QAPxJT495sn9JbUIIIYQQQgghhBDi302Cy0I8YezYsXh4eNCxY0f69etHo0aN0Ov1QH7ZilOnTuHq6srevXtZvHgxkH8I3Ycffoivry99+/Zl8eLFqNVqvLy8+PHHHylfvjw//vgjZ86cYdKkSSbv27NnD1WrVgUgIyOD7OxsdDodABEREdy6dUs57A5gzZo1pKSk0L9/fxYvXkxeXh4//PADixYtIiUlhW7duuHn58f+/ftRqVTk5uaW7gNYlYEyZfMvK9tCzT4+Ppw+fVq5j4uLQ6fT4eTkVOyUT4+JjIzExcXlmW1CCCGEEEIIIYQQ4t9NgstCPMHX1xc/Pz/q16/P5cuXGTdunFK2oW7duhw5coQ1a9bQo0cPBg4cCEBmZiYGgwEAo9FIVlaWMp+Z2X//iM2aNcuk5ENycjLnz59XDt377bffAJSaw0FBQQwePBg7OztlzO7du4mJicHb25tvvvmGtWvXcvDgQSwtLalevTobN27k/PnzfP7554wbN44bN24UuU+dTodWqzW5nkebNm3QarVs2bJFWWPHjh1Rq9WkpKQogfgn9e3bl9DQUKKjo0lPT2f16tV06dIFgH79+rFu3TqlrMjmzZuVNiGEEEIIIYQQQgjx7ybBZSGeEBsbS/369QkODsbDwwM3NzflqlSpEhYWFixcuJAOHTpw7do1srKyaNWqFb6+vhw4cIApU6bQunVrbt68qczp7OxMREQEe/bswcrKSnl+6NAhGjduTIUK+fWMo6OjATh58iQ5OTno9Xrefvttk/V9++23PHz4ED8/P1asWIGjoyPr169n0KBBODo6smPHDkaNGkWjRo2oW7cuX331VZH7XLRoEQ4ODsr1ZJ3nkmg0GoKDgxk/fjzOzs7s3r2bJUuWAODo6Kjs4Une3t5MnDiRZs2a4eLiglqtZuzYsQD4+/vToUMHPD09cXd3p3HjxvTp0+e51iKEEEIIIYQQQggh/lkqo9Fo/KcXIcS/yY0bN+jatSvh4eHUq1dPeX7s2DHGjx9PTEyMSf/ExESMRiO//PILYWFhbN26lZMnTxIcHMxnn33GsGHDuHfvHq+//jpvvvmmyVi9Xo9arQZgyJAh3L9/n5s3b3L16lWTrOcn7d+/n1WrVnHo0CEgv7REdnY2Go2GsmXLMnXqVKysrKhfv74SuH6aTqdTym8AaLXa/ADz1JngVCn/YUYKXD5BxEfraOLhaTL+/v37RERE4OvrS7ly5Z79UckP3CckJODn51eorvLZs2fJyMjAz88PlUr1XPMJIYQQQgghhBBCiL+GVqvFwcGB1NRU7O3ti+2n+RvXJMT/CQEBAdy6dYsOHTpgYWGBSqUiIyMDyP+D5ebmRl5eHqmpqSQlJbF3717Onz9Ply5d2L9/P35+fixYsICLFy/yyiuv0LlzZz744AP27NmDwWAwCRoXBJbv379PeHg4J0+eZOjQoWzdupWRI0cWWtu+ffvo168fvr6+dO/endq1a3Py5EksLS05dOgQK1asoEWLFrRs2ZKmTZuyY8eOIoO1lpaWSrmPF1GpUiV69OhRqjF169albt26Rbb5+Pi88FqEEEIIIYQQQgghxD9DymII8ZSwsDAeP37M/fv3iY2NpUWLFjRt2pStW7dSq1Yt4uPjuXPnDmlpaVhaWvLgwQM0mvy/p+nevTuHDx/m0qVLZGdns3TpUg4cOIClpSWRkZEMHjy40PuMRiOTJk3C39+fxo0bs3LlSt59913Onj1bqG+NGjVYsGABU6ZMYcGCBcycOVMJErdu3ZozZ87w0ksv4efnxxdffFH6LODsjPyM5YwUyE4v1BwTE4OPjw+Ojo5MnTqV5/mHD2FhYbi6ulKlShV27txp0rZ27VoqVqyIh4cHR48eLTR22bJlDB8+vHR7EEIIIYQQQgghhBB/CwkuC/EUJycn9Ho969ato06dOnh4eLB3715sbW2L7B8bG8t3333H2rVrgfys4DfeeIMff/yRBQsW0K5dOzZu3Iifnx9eXl4mY/Py8njnnXf48ccflfEdO3ZkxowZdOjQgc8//9wkgOvh4UHv3r3RaDQcPHiQkSNHcuXKFQAiIyMxMzNDr9ezadMmcnJySE5OLt3mb0bB5RP5V9x5rCwscLZzAPJLafj7+9O0aVPOnTtHbGwsW7duLXG6mJgYBg8ezJw5czh06BBz587l6tWrQH7N6cDAQDZt2sT27dsJCAjg0aNHytitW7cyffr00q1fCCGEEEIIIYQQQvxtpOayEL/Lysrik08+4cyZMxw5coTu3bszc+ZM6tevz8WLF9m3bx87d+7k4sWLypi8vDy8vLw4d+4cM2fOZN++fYwePZq2bdvi6enJ+fPn6dq1K5B/YF+FChWoWLEiAFFRUbz99tvcunWLAwcO0KBBA5P1fPrpp4wfP57atWszYsQI3n77bWbOnMm6deto37497du3p2XLlri6urJ06VJ27NjBmjVreP/99xk8eDCenp7Mnj2bX3/99ZkZzAV1dI5fOI+t3X+D6M52DlQvn1+3edeuXYwcOZI7d+5gY2NDVFQU48aN4+TJk8XOO2nSJK5cucLBgwcBWLVqFYmJiSxYsIDevXtTqVIlNmzYAMDkyZOpV68eAQEBHDt2jClTptCsWTNycnKeGcQWQgghhBBCCCGEEH+e5625LJnLQvzO2tqanJwc2rRpw9WrV9mxYwf169cHYOLEicyePVsJFBe4cuUK7du3x9HRkfXr13Ps2DGMRiPz58+nefPmvP7665QpUwZLS0saNmzImDFjADh69ChNmzYlMTGRX375pVBgGeDNN9/kwoULuLm5cf36dSwtLXn//fdJSkpi3759vPvuu3h5edGsWTN+/fVXfvnlF15//XUOHjzItm3bGDhwIKNHjy5VaYxG7jVo4uGpXAWBZcgPhvv6+mJjYwNAw4YNiY2NLXG+qKgo2rdvr9w3b96ciIiIZ7Z5eXlx+vRpqlSp8txrF0IIIYQQQgghhBB/LwkuC/GEWbNmMWHCBCW7WKfTkZ6eztdff83kyZPp27cvkB9U1ul01K9fn40bNyrjPTw8mD17NocPHyY+Pp7Ro0fToUMHdDodRqOR8PBwANq3b8+pU6ewsLAgJCQEQDmYz83NTbnatGmDlZUVa9asAcDe3p7k5GRyc3OpUaMGd+7cISoqinr16tGtWzc8PDyoV68eGo2G6tWrl7osxoW465y/8Svnb/zKrcSHJm1arRZ3d3flXqVSoVarS3zH02Ps7e25e/fuM9sqV678hw4cFEIIIYQQQgghhBB/Pc0/vQAh/i3u3r1Lq1atlPvu3btTtWpV0tLSWLRoERcvXqRz586kp6fTqlUrfvrpJypUqMBPP/2kjKlVqxa1atVS7i0sLChbtmyR72vRogUbN25Er9cD+bWaGzduzM8//6z0CQ0N5cCBAybjWrduzffff4+lpSUajQZbW1uWLFnCRx99xP79+/nss88ICwt7oW/gN3cKmOf/WLCysODqqi1K9rJGoykU8LWysiIzMxNHR8ci53t6TEH/Z7UJIYQQQgghhBBCiH8/yVwW4ncqlYq8vDzi4+OZPn06qampDBkyhJCQEPR6PRYWFpiZmfHZZ5/RtWtXateuzdWrV3njjTfYtWsXU6ZM4auvvkKn02EwGJR5zcz++8csOzubvLw8PvzwQ6pWrcqQIUMYNmwYq1atwtzcXOnn7u7O4cOHlXU9ydzcHI1Gg5mZGa+++ire3t48ePAAgNu3b+Ph4fHiH8HVG+q0AfcmZOfkkJSWqjQ5OTmRmJho0j0tLQ0LC4tip3t6zJP9S2oTQgghhBBCCCGEEP9+ElwW4ndPBncL7qtXr87LL7/MnTt3lOdHjx5l/PjxSp8qVaoQHBxMq1atsLCw4OWXX8bd3R03Nzc++eQTwsLClDIXNWvW5Pvvv+e9994jLi6Oq1evkpWVhZ+fn8m7c3JylNIcTzMzM1MCznv27OHXX3/F1taWTp068emnn3Ls2DH69etHt27dOHXqVOk+glUZKFMWrGwLNfn4+HD69GnlPi4uDp1Oh5OTU7HTPT0mMjISFxeXZ7YJIYQQQgghhBBCiH8/KYshRAlycnLYvn07arVaebZr1y4MBgPZ2dkmzyE/8PvLL78o97Nnz+bOnTts3bq1yPmXL19OjRo1aNSoERcuXFCeq1QqnJ2dC/WfMGECN2/epHPnziQkJODv749KpWLOnDn8+OOPZGdnK31feeUVUlNTC80B+bWkdTqdcq/Vakv8DgBt2rRBq9WyZcsWRowYQVBQEB07dkStVpOSkoKdnV2h79G3b19eeuklJk6ciLu7O6tXr2bIkCEA9OvXjzFjxjBixAg0Gg2bN29m1apVz1yHEEIIIYQQQgghhPh3kMxlIUowYMAAqlatiq2tLfv27aNz5864ublRrVo1mjRp8ofmvnbtGvPnz6d79+5cuXJFqb1sNBp59OiRElwueA6wcuVK7t27p5TjOHz4MFevXuX1119X+jg7OxMTEwOYluR40qJFi3BwcFCuatWqPXO9Go2G4OBgxo8fj7OzM7t372bJkiUAODo6Eh0dXWiMt7c3EydOpFmzZri4uKBWqxk7diwA/v7+dOjQAU9PT9zd3WncuDF9+vR5nk8nhBBCCCGEEEIIIf4FJLgsRAm+/fZbbt26ReXKlalXrx5ly5blm2++ISEhgdjY2EL1kAFSU1OxtbWla9eu/PTTT9y8eZOuXbvi5OTEtWvXALh37x69evUiLS2N8+fPM3z4cOUwu2vXruHg4KAcdvdkNrKZmRmDBg1i+/btnDx5kqysLN566y2ioqKUPo8fP6ZChQol7mvGjBmkpqYq1+3bt5/re/Ts2ZPr16/z+eefc/nyZerWrQvkB8QbNWpU5JiFCxcSGRlJWFgYP/30E9bW1kB+dnZISAjHjx9n//797Nmzp9D3nDdvXrFZ30IIIYQQQgghhBDinyVlMYR4wv3793FzcyMtLY2uXbsCEBQURMuWLXn8+DHNmjVj1qxZHDhwAJVKhdFo5Nq1a7i5uZGUlETdunUxNzcnIyODgwcPmsxdqVIlNJr8P3LTpk3D3d0dV1dX3nzzTc6fP0/t2rXZsWMH+/bto3Llyrz55pusXr2aTp06KXPcuXOHiIgIvvnmG5YvX058fDy7du1i2bJlAOTl5aFWqylXrlyJ+7S0tFSC16VVqVIlevToUaoxdevWVQLRT/Px8XmhdQghhBBCCCGEEEKIf5ZkLgvxu9zcXCpVqkR8fDyhoaE0btyYb775hk2bNinB2wEDBnDnzh0mTpxIbm4uBoOBWrVqER8fT79+/cjNzS0ym7lAQZmK5cuX891332FlZYVKpWLWrFmUL18eV1dXPv30U8aMGcPly5extrY2CRTHx8czb948bGxsAJgyZQqBgYHKvDdu3KB69epK7eO8vLy/5FsJIYQQQgghhBBCCCHBZSF+p9FoaNeuHQAdO3YEYNSoUYSFhSllJjQaDbt372bv3r14eHiQnp6ujH/ttdfw8/MrMbhcoHz58oUOvwNYvXo1L730Et7e3sozrVbLpk2b0Ov1tG7dmrFjx5Kenk5qaiq1atXivffew9ramsOHDxMcHEyPHj1ISEggMDDQZJ7nkp0BGSmQnV6oKSYmBh8fHxwdHZk6dSpGo/GZ04WFheHq6kqVKlXYuXOnSdvatWupWLEiHh4eHD16tNDYZcuWMXz48NKtXwghhBBCCCGEEEL8bSS4LMTvypcvT0hICJCf8Xv79m32799Py5YtATAYDBiNRmrUqMHFixdZsGAB7u7uygF1PXr0oHXr1hgMBgCqVq1qciUmJhYKyOr1eqX/7t272bNnDytWrEClUpGcnIzRaCQmJoaZM2diZmZGdnY2O3fupGHDhrRs2ZLQ0FBUKhUajYbY2Fi+/PJL5s6dyxtvvMHGjRspW7Zs6T7CzSi4fALizmNlYYGznQMAOp0Of39/mjZtyrlz54iNjX1mLeSYmBgGDx7MnDlzOHToEHPnzuXq1asAHDp0iMDAQDZt2sT27dsJCAjg0aNHytitW7cyffr00q1dCCGEEEIIIYQQQvytVMbnST8UQtCuXTumTJmCv79/if20Wi0ODg6FAsmVKlXi2LFj1K5dW3nWqVMnxo0bR3JyMrt27eKLL77A1taWpKQk6tSpQ2ZmJrm5ucyZM4c5c+awZMkSNm3axLx58xg6dCgACQkJ9O7dm5ycHHbv3o2bmxtZWVmMGjWKW7ducfLkyWfurWDNxy+cx9bOFgBnOweql8/P2N61axcjR47kzp072NjYEBUVxbhx40qce9KkSVy5ckWpPb1q1SoSExNZsGABvXv3plKlSmzYsAGAyZMnU69ePQICAjh27BhTpkyhWbNm5OTkyIF+QgghhBBCCCGEEH+zglhRamoq9vb2xfaTA/3E/1ciIyOpWLEiVapUKfXYH3744bn62dracvv27ULP79+/X+hZ48aN8fX1pVKlSgwfPlwpqeHs7ExiYmKh/tOmTSMwMNCkpIaLiwvr1q2jUaNGmJubA2Btbc327du5du3ac635aU8GlgGioqLw9fVVaj03bNiQ2NjYEueIioqiW7duyn3z5s354IMPlLZBgwaZtJ04cYKAgAC8vLw4ffo0ixYtIj4+/oXWL4QQQgghhBBCCCH+elIWQ/x/5Z133mHTpk3FthuNRrKzs0lOTub69ev8+OOP7Nixg7lz59KrVy8qVarETz/9VOI7zMzMqFq1KgB9+/Zl6tSpxfZds2YNWq0WwKRWc61atTh16lSRY54MLN+7d49XXnkFT09PJbD85DqezJJ+Hn5zp9D0vbF4TRzBrcSHynOtVou7u7tyr1KpUKvVJCcnFzvX02Ps7e25e/fuM9sqV66MpaVlqdYthBBCCCGEEEIIIf5+krks/ifNnDkTyA+wAtSvX59+/foRGRnJli1bih335ptvsmPHDipWrIizszMVKlRQMp27d+/OW2+9pQSOn7Zx40aOHj1qUuvY0tISKyurYt9naWmprHH9+vUkJyczc+ZMrK2tnyvAWrFiRdRqNQMGDGD//v3KXC/M1RssLcmOO09SWqqSvazRaAqtx8rKiszMTBwdHYuc6ukxBf2f1SaEEEIIIYQQQggh/m+QzGXxP6l27drKde3aNaKjo4mMjESn09GpUyfc3Nxwc3OjcuXKjBkzRhl37949goKCiIuL4+zZs/Ts2ZMbN26wYMECRo8eTY8ePahevXqR7+zTpw+PHj3C29tbqUVsZmZmkmlckvT0dFJSUoD8zOArV66wdu1a+vbtS3Z2NpB/qGBmZiZ6vV6Zf9u2bdjZ2ZmU0SjoV2pWZcDKttBjJyenQmU60tLSsLCwKHaqp8c82b+kNiGEEEIIIYQQQgjxf4MEl8X/pAEDBvDyyy8zZMgQrK2t8fHxYffu3UydOpX4+HjlqlKliskBfbdu3TIp12BmZlboYL6iXL58GWdnZw4dOsSAAQNKLL0B+RnSBUXRGzduTK9evTA3N+fGjRu88847XLt2jWXLlvHgwQO+/fZbJfAaHR1NuXLlKFeuHM7Ozjg7O1O9enW+/fZb6tWrpzwrV64cHh4exb5fp9Oh1WpNrpL4+Phw+vRp5T4uLg6dToeTk9Nzj4mMjMTFxeWZbUIIIYQQQgghhBDi/wYJLov/Sd988w2dO3cmLS2N48eP06RJE7Zs2cKgQYMIDg7mk08+QavVkpeXR/v27QFITEzk2rVr1KxZU5lHpVKZ1EKG/MBsQSYxQHZ2Nr1796Zjx47cvn2bJUuWsG3bthLXt3btWpKTk3FwcOD8+fN07NiRNWvWcPToUaysrKhcuTLBwcGFynt4e3uTlZVFSkoKSUlJJCUlsXv3bipXrqzcJyUlkZycXOQBggUWLVqEg4ODclWrVq3E9bZp0watVquUFAkKCqJjx46o1WpSUlKUTOon9e3bl9DQUKKjo0lPT2f16tV06dIFgH79+rFu3ToSEhJ48OABmzdvVtqEEEIIIYQQQgghxP8NElwW/5MGDhyIr68vPXr0oFy5cpQvX56lS5fSoEEDIiMjuXjxIvb29kRFRWFtbQ3A559/Tk5ODvXr10ej0aDRaBg9ejTHjx9X7jUaDVZWVialNKysrPjll1+oVKkSDRo04MiRI89cn4WFhRIwLjgcr27durz11lssXboUOzu7YscaDIZnZlMXFex90owZM0hNTVWu27dvl9hfo9EQHBzM+PHjcXZ2Zvfu3SxZsgQAR0dHoqOjC43x9vZm4sSJNGvWDBcXF9RqNWPHjgXA39+fDh064Onpibu7O40bN6ZPnz4lrkEIIYQQQgghhBBC/LvIgX7if9Ynn3xCzZo16d+/P9bW1gwaNAjIr6tcVDmH0aNH069fP6pVq0ZmZiZ2dnYEBwezfft2jh07pvQzGo0YDAaTsQ4ODnzxxRfs2bOHVq1aFZo7NzeXO3fucOPGDTp06FCofezYseTk5BTKNn76PZB/8N+7776LpaUlKpWKvLw8MjMzlUMEDQYDWVlZxMXFFXv4oKWl5XMdGPiknj17cv36dSIiIvD19aVcuXIAJQa6Fy5cyODBg0lISMDPz08p76FSqQgJCWHChAlkZGTg5+dXKEN83rx5pVqfEEIIIYQQQgghhPh7SXBZ/M969OgRRqORL774gmnTpikH8Z0/fx4zMzMMBoOSPQxgZ2eHnZ0da9euJTg4mF9++cVkvrfeeosRI0bQsmVL5ZC+e/fu8euvv/Lo0SOSkpJITEzkhx9+4OHDhzx8+JDz58+TmZnJ+vXrqVSpElWqVKF169bPFdi9ffs2e/bswdHR0eT5uHHjGDdunHJ/7NgxhgwZwp07d174Wz2vSpUq0aNHj1KNqVu3LnXr1i2yzcfH589YlhBCCCGEEEIIIYT4B0hZDPE/6/3332fChAkMHTqUqVOnAnD06FHs7Ozw9vZm69athcb88MMPTJs2jYULF2Jubm7SVrt2bTp16mRS9mL//v3MmjWLnTt3Ehsbi0ajoWnTpowcOZJVq1bRtm1bpk2bxoMHD4iKiuLAgQNFBpbPnDljcm80GklMTGTdunUsX778T/gazyk7A7LTi2yKiYnBx8cHR0dHpk6d+lwHHYaFheHq6kqVKlXYuXOnSdvatWupWLEiHh4eHD161KRt1qxZODo60rBhQy5evPji+xFCCCGEEEIIIYQQfxnJXBb/kw4fPsyhQ4f45JNPyM3NZfbs2aSkpDB+/HjmzZuHl5cX7dq1w9vbm6ZNmypj+vXrx9atW+nevXuhOadMmUJubi7+/v6Eh4fTtWtXRo0axahRo4pdR3EZykajkbNnz5KTk0P79u2pWrUq/fv3V9qzs7OpW7cu9+/fJyMjg4yMDMqUKfMHv8pzuBkF5hqsLCxwtnNQHut0Ovz9/enSpQuhoaFMmDCBrVu3MmLEiGKniomJYfDgwaxdu5YWLVrQp08fmjRpgpeXF4cOHSIwMJDQ0FDKly/PkCFDOHv2LOXKlWPjxo1s3LiRPXv2kJyczIABA7hw4YJSUkMIIYQQQgghhBBC/DtI5rL4n5ORkcGwYcNYtmwZDg4OODs7M2fOHLp3707Tpk3p378/3t7eLF68mPbt27Ny5UrS0tL49NNPWblyJf369VPmSktLM6kFPG3aNCZMmEBqaupzrUWv1xdZN3nWrFlMnDiRefPm8d133/HTTz9haWnJ1atXMRgMnD17Fl9fXzQaDRs3blTKRzx+/Jjs7OznyhrOzc1Fp9M91zoLHP9gBREfrePqqi1UL19BeX7gwAFSU1NZsWIFNWrUICgoiM2bN5c4V3BwMO3atSMgIIAGDRowfvx4QkJCgPy60cOGDaNXr160atWKXr16ER4errQFBgby8ssv07NnT7y8vDhx4kSp9iGEEEIIIYQQQggh/nqSuSz+55QpU4Zjx47h5eUFwP379/H29qZ3795s2LBB6ffWW29RvXp1Jk2axGuvvcbXX3+ttC1evJgFCxaQlZXFrFmzTOZfsmTJc68lNzeXrKysQs8XLlxY6AC7Ll268PHHHxc6bNDBwYEVK1YA8Prrr3P27FmTdr1ej16vVw70K5CXl0dAQAArV6587vUCONs5mASWAaKiovD19cXGxgaAhg0bEhsbW+I8UVFRdOvWTblv3rw5H3zwgdJWcMBiQduJEycYNWoU0dHRbNq0yaQtIiKCjh07lmofQgghhBBCCCGEEOKvJcFl8T+pILAM+YfQRUZGUq1atUL9unbtSmxsrHKwX15eHhqNhv79+/Phhx9y6tQpfH19ycvLY9u2bXz77bfK2GrVqvHJJ5+g1+sxNzdHpVLh5OTETz/9RO3atdFqtYSHhyvZw3q9ntzcXKysrAoFlgE8PDy4du0a9+7do0qVKmRkZCjB3ALff/99oXH79++nV69e3L59m3Llyr3YB/ud39wpWJWxKZS5rNVqcXd3V+5VKhVqtZrk5ORCBw4WN8be3p67d++W2Jaeno7BYCjUdu3atT+0LyGEEEIIIYQQQgjx55Pgsvj/QlGB5QIFgWXIDzafOXMGCwsLLC0t6datG9nZ2YwYMYIKFSpgaWnJ5MmT+eijj9Dr9Xz11VcEBgZiZ2eHRqNBq9XSq1cvzM3NldIVTZo0AcBgMGAwGLhy5QoXLlxg8eLFbNiwoVDGcUGd5qcPFAT47LPPePfdd3FwcDB57uDgQOPGjU32otPpqF+/fpEB6WJVqkn2o3iS0lJNgssajaZQ/WgrKysyMzOLDS4/Paagf0ltGk3+j6TixgkhhBBCCCGEEEKIfw+puSzEE44cOcKAAQOIiori8ePHbN68mXr16rF27Vrs7OyoXLkyrVu35s6dO3Tt2pWBAwdy48YNLly4QExMDNWqVeP7779n6dKlfPbZZ3h7exMZGUlMTAyxsbFcuXIFgBo1apCQkMBLL73E3bt3Wb58Oc7Ozjg7O+Pp6QlA5cqVlWcFJTuMRiP16tUjPj6e+Ph4Nm7cyI0bN0hKSuLWrVuEhIRw5coV4uPj+fDDD0tdcxlzqyIfOzk5kZiYaPIsLS2txEP2nh7zZP/i2qytrbG2ti52nBBCCCGEEEIIIYT495DgshBPSUhIYOHChQD85z//oWXLlkoZCIDU1FQuX76s1AA+c+YML7/8Mp9++ilxcXFoNBqGDh3Ka6+9Rl5eHo0bN6Z+/fqsW7dOeYednR379+/HysqK8PBwDAYDr7zyCklJSVy/fh3IrxWdlJRE/fr1lXGtWrVi+vTpZGdnM2rUKIYMGcKZM2cAyMzMZPbs2VSvXp2FCxfi5+fHJ5988qd8Ex8fH06fPq3cx8XFodPpCtWHLmlMZGQkLi4uz2xr1qxZsW1CCCGEEEIIIYQQ4t9DgstC/M5oNJKbm8uECRO4ceMGRqORXbt2MXr0aLKzs5V+P/zwAy+99BL29vZAfsD3wIEDNG/enIyMDPr06YOlpSWHDx8mJiaGuXPnotPpeOONN0zeZ2dnx/Hjxxk3blyRNZifVNDu5eWFwWCgUaNG3Llzh4sXL6LX65k2bRo2NjYEBQWxadMmvvrqK1q1alUo27iATqdDq9WaXCVp06YNWq2WLVu2ABAUFETHjh1Rq9WkpKSg1+sLjenbty+hoaFER0eTnp7O6tWr6dKlCwD9+vVj3bp1JCQk8ODBAzZv3mzStmTJErRaLdeuXSMsLExpE0IIIYQQQgghhBD/HhJcFuJ3t2/fxtnZmSFDhhAREUH58uXR6XS0bduWqlWrKv1iY2OxsrLCaDRy48YNqlevzu7du/H29iYgIIBWrVoRGhrKK6+8wty5c5k8eTK7d+/G1ta20DvLlClTqjVqtVqWLVvGhAkTOHjwIJUrV+b27duEhYVhMBiYOnUq8+bN48svv2TBggU0bdq0yHkWLVqEg4ODcpVUkxryayQHBwczfvx4nJ2d2b17N0uWLAHA0dGR6OjoQmO8vb2ZOHEizZo1w8XFBbVazdixYwHw9/enQ4cOeHp64u7uTuPGjenTpw8Ao0ePpkKFClStWpUGDRowfPjwYvchhBBCCCGEEEIIIf45cqCfEL+rXr06qampxbavXLkSgMDAQNq2bcu8efOYP38+W7Zs4f333+fVV19l48aNWFhYcPz4cSpUqMDKlStxcXFh79693L59GwcHB7y9vbG2tgZgz5497Nq1i3r16j3XGs3Nzdm9ezfm5uZkZGQA+QFnJycnMjMz2bNnD1OnTuXRo0e8/vrryqGCT5sxYwZTpkxR7rVa7TMDzD179uT69etERETg6+tLuXLlAIp9B8DChQsZPHgwCQkJ+Pn5KbWTVSoVISEhTJgwgYyMDPz8/JTsbEtLS77//ntOnTqFpaUlzZs3f65vI4QQQgghhBBCCCH+XipjSZEhIf4/8+jRIxo1aqTUV4b84OnNmzdZuXIlv/32G5988gm//fYb9evX58aNG1SpUoU9e/Zgb2/PpEmTuHHjBn5+fowZM4Zu3brxyy+/EB4eTkREBBkZGZw8eRK1Wo3RaMTHx4f27dtTvnx55syZg62tLUajkcePHyvB29TUVL744gv69+/PzJkzWbFiBZaWlkowNjMzk9zcXKytrU0OvsvJycHT05OoqKhn7lur1eLg4ADjxsP9K0R8tI4mHp5/8tcVQgghhBBCCCGEEP8XFMSKUlNTldKwRZGyGEI8QaVSce/ePeLj44mPj+fcuXM8ePCgUD9XV1fs7e2JiYlRylEYjUZWrlzJnDlziIuLY9q0aTRs2JCAgAD27dvHsGHDOH36tBK4Dg4O5tatW8yaNYtatWqxevVqkpKS+O2334D/Hui3du1aatSoAeTXOs7OziY1NZWUlBQSExOpVq0a3bt3x83Njbi4OFJSUkhJSSEzM/O5AssmcrOLfBwTE4OPjw+Ojo7KXp8lLCwMV1dXqlSpws6dO03a1q5dS8WKFfHw8ODo0aMmbbNmzcLR0ZGGDRty8eLF0q1fCCGEEEIIIYQQQvxtJLgsxBPMzc0LPXsyixlg2rRp1KhRA41GQ9OmTfnyyy9xc3OjXbt2tG3bFqPRSLNmzYiJiVGuZs2akZ6ersxx9epV3n33XT788EMcHBzo1asXb731VpFreuutt4qtOTx9+nRsbGzYs2cPLVu2pEuXLty9e/fFP8D937CysMDZzkF5pNPp8Pf3p2nTppw7d47Y2Fi2bt1a4jQxMTEMHjyYOXPmcOjQIebOncvVq1cBOHToEIGBgWzatInt27cTEBDAo0ePANi4cSMbN25kz549LFiwgAEDBpCTk/Pi+xFCCCGEEEIIIYQQfxkJLgvxhLy8PPR6PVWrVqVq1ao0bNgQvV4PoPy3W7dufPjhh1y+fBkLCwumTp3K9OnTS/We7777jpo1a/Lmm28Wait4j8FgKHb83bt3GTFiBF9//TVhYWGo1Wo2bdpEnTp1aNKkCRs3bnyhoOzxD1ZwddUWqpevoDw7cOAAqamprFixgho1ahAUFMTmzZtLnCc4OJh27doREBBAgwYNGD9+PCEhIQCsX7+eYcOG0atXL1q1akWvXr0IDw9X2gIDA3n55Zfp2bMnXl5enDhxotT7EEIIIYQQQgghhBB/PQkuC/EEg8GAq6srd+7c4c6dO1y6dImKFSsCkJ2dXzKibdu2DBs2DAcHB65du4avry/t2rVT5sjKymL37t3Ur19fuXbv3o1Op1P6BAYGcvz4cczMCv8RLAgK5+XlFWo7efIkAwcOxN3dncTERMLCwpTDAdVqNZ9//jmDBg1izpw5VKhQgalTp/7hbxIVFYWvry82NjYANGzYkNjY2GeOad++vXLfvHlzIiIiSmwzGo1ER0cXO04IIYQQQgghhBBC/Lto/ukFCPFvUq5cOeLj41mwYAHZ2dksWLCAmzdvAvm1gD09PYmJiaF+/foANG3alLCwMAAmTpzIK6+8wowZM5gwYQJGoxFzc3Pl4D3IDzxbW1uj1+vRaDQYDIZCAeYqVaqY1DTOy8sjLy8PKysr1Go1Bw8eZN26dYwaNYrg4GBmzZrF999/D8DNmzdZt24dV65c4eLFizg7O5dq/35zp2BVxsYke1mr1eLu7q70UalUqNVqkpOTcXR0LHKep8fY29sr5TqKa0tPT8dgMBRqu3btWqn2IIQQQgghhBBCCCH+HhJcFuIJDRs2xGAwkJSUhMFgYNeuXQwaNIiwsDBycnK4desWffr0wcLCgjp16vD1118DEBcXx2effcbbb7+NhYUFa9asYfbs2Wg0GqVms06n46WXXuLIkSOcPn2aN954AysrK8zMzMjLyyM+Pp6aNWvy6NEjDAYD5cuXB/KzqTt37szKlStp2bIlCxcu5KOPPmLYsGGMHDmSuLg4srOzsbKy4uDBg1SsWJHt27ej1+sxGo20atXq+T9ApZpkP4onKS1VCS5rNBosLS1NullZWZGZmVlscPnpMQX9S2rTaPJ/HBU3TgghhBBCCCGEEEL8u0hwWYgn/Pzzz/zyyy+0b9+eGTNm8Nprr1G3bl0mTZrEwoULCQoKIicnh9OnT2NnZ6eMW758OTNnzqR27dqkpKTw7rvv8u6775rMPX/+fKKiogBo3bo1N27cUNru379Px44diYmJYeXKlaSnpzN79uwi1zh27FiGDh2Kj48PqamplC1bln379tG+fXsiIiIYNGgQbm5u5ObmmmRAPxdzq0KPnJyciImJMXmWlpaGhYVFsdM4OTmRmJhYZP/i2qytrbG2tiYxMRF7e/vneo8QQgghhBBCCCGE+OdIzWUhnpCdnc1bb72Fv78/N2/e5JVXXuGnn37i7NmzfPXVV7i4uDB27Fh69eql1GCOj4/n2LFjSjC5Z8+ezJs3r9DcaWlpStD0RcXFxXHv3j3s7OyIjIxEo9Hw7bffcuHCBfr06cONGzf48MMPGTJkCCNGjGDkyJF/6H0APj4+nD592mQNOp0OJyen5x4TGRmJi4vLM9uaNWtWbJsQQgghhBBCCCGE+HeR4LIQv3vw4AF+fn4MHjyYpk2b4urqSnh4ODdv3mTIkCF8+eWXWFlZ0bNnT3r06IGvry+PHj3i7bffZtGiRVhYWLB//36io6MZPXp0ofmfDi7Hx8ej0Whwc3PDx8eHa9eu4ebmxgcffMDy5ctxc3OjXLlyJofyff3119SvX5/Q0FAA9Hq90nbkyBHc3d2pVKkSzs7OODs789FHHxW5V51Oh1arNbmK06ZNG7RaLVu2bAEgKCiIjh07olarSUlJMVlDgb59+xIaGkp0dDTp6emsXr2aLl26ANCvXz/WrVtHQkICDx48YPPmzSZtS5YsQavVcu3aNcLCwpQ2IYQQQgghhBBCCPHvIsFlIX5XoUIF5s+fz/vvv0/FihWpWLEin332Gba2toSFhdGkSROsra3JyMhgxowZbN26lYsXL3Lw4EHGjx9PtWrV6Nu3L4sWLaJy5cqF5n86uGxlZUWlSpWIj49n//79tG7dmvj4eObOncu7775LfHw8CxcuNCkL8d5777Fr1y7279+P0WgkNzeXNm3aYG1tTfPmzTly5AgPHjxg//792NjY0KZNmyL3umjRIhwcHJSrWrVqxX4XjUZDcHAw48ePx9nZmd27d7NkyRIAHB0diY6OLjTG29ubiRMn0qxZM1xcXFCr1YwdOxYAf39/OnTogKenJ+7u7jRu3Jg+ffoAMHr0aCpUqEDVqlVp0KABw4cPp2nTps/xuyeEEEIIIYQQQggh/m5Sc1mI36lUKpMgZ0hICMHBwUydOhUPDw8Ak0Bq8+bNMRqNhISE0Lp1a3bv3s2XX35ZZNYyFA4uFxxgB3D27Fnq1q1b7Lqe9PLLL/Pyyy8DkJKSwv379+nTpw/W1tZKILpLly7s2rULX1/fIuecMWMGU6ZMUe61Wm2JAeaePXty/fp1IiIi8PX1pVy5cgAl1nReuHAhgwcPJiEhAT8/P2VtKpWKkJAQJkyYQEZGBn5+fsoeLS0t+f777zl16hSWlpY0b9682PmFEEIIIYQQQgghxD9LgstCFOHMmTO8/fbbeHp60rNnT+W5Xq/nypUrhIeH07t3b1QqFUOGDOHx48csWbKEw4cP89VXX+Hu7l4oMJqamoqDg0OhdxkMBtauXcvy5csBMDMzIy4ujl9++YVHjx4V6h8eHs6xY8dYvnw5Op0OGxsbAHJycqhevTp2dnZotVpGjx5NdnY2169fR61Wm8xhaWmJpaVlqb5JpUqV6NGjR6nG1K1bt9iguY+PT5HPzczMlOC5EEIIIYQQQgghhPj3krIYQjzliy++oHPnzgQFBbFgwQLCw8OJiYkhJiaGUaNG0bZtW3r37m0yZvLkyYwZM4b69etz+vRpZs+eXWje1NTUIg/0CwoKokqVKrRt2xaAFi1acPLkSfr168edO3cK9T969CjOzs78+uuveHp6Ks8tLS25desWly5dws7OjmPHjhEfH18osFyi3OwiH8fExODj44OjoyNTp04tMWO5QFhYGK6urlSpUoWdO3eatK1du5aKFSvi4eHB0aNHTdpmzZqFo6MjDRs25OLFi8+/diGEEEIIIYQQQgjxt5LgshBPyMvL44cffuDbb79lwoQJaLVa2rRpw759+wgPD2fZsmV89tlnJmNWrlxJTEwMb731FpcuXaJRo0Z8//33REZGmvR7+PChUk7iSYGBgXzxxRfKfYsWLbh69Sq3bt3C29u7UP/9+/fz2muvcfjw4WKzf1/Y/d+wsrDA2e6/GdY6nQ5/f3+aNm3KuXPniI2NZevWrSVOExMTw+DBg5kzZw6HDh1i7ty5XL16FYBDhw4RGBjIpk2b2L59OwEBAUqG9saNG9m4cSN79uxhwYIFDBgwgJycnD93j0IIIYQQQgghhBDiTyFlMYR4QsHhdQWGDx+uBFfd3d05dOgQ7u7uSvvJkyeZPHkyAB4eHtSuXZu6devSpEkT1q5dy9q1a7l06RLXrl3j/v371KlTRxmr1+t58OABzZo1K3Y9ycnJDB8+3OR9Go0GDw8P1qxZw7p16wBIT0/HzOy/f1eUl5f3Qvs//sEK3Kq4UL18BeXZgQMHSE1NZcWKFdjY2BAUFMS4ceMYMWJEsfMEBwfTrl07AgICABg/fjwhISEsWLCA9evXM2zYMHr16gVAr169CA8PJyAggPXr1xMYGKiUxdiyZQsnTpygY8eOL7QfIYQQQgghhBBCCPHXkeCy+Ndbvnw5FSpUYOjQoc/VPy8vTzks7/Hjxzx8+JDatWsr7QcPHqRFixY4OjoWGnv+/Hl+/vlnHjx4wG+//UZERARpaWnMmzePKVOmYGtra9L/pZde4uOPP8bPz48GDRoo742KilLW0bdvX/R6PXPnzjU5NC87O5uKFSsSExNT7F42bNjA9evXTe7btWvHypUrqVChAh06dKB+/fo4Ojri7e3NuXPnmDZtGmq1Gicnp+f6Xk9q5F6jUOmOqKgofH19ldrODRs2JDY2tsR5oqKi6Natm3LfvHlzPvjgA6Vt0KBBJm0nTpxg1KhRREdHs2nTJpO2iIgICS4LIYQQQgghhBBC/AtJWQzxj8jLy6N9+/Z8+umnJfaB/DIRgYGBZGZmYjQa0ev1LF68mFdeeUW55s2bB8CDBw+oXbs2J06cAPKDxX379iU3NxfIL/HQu3dvk4Dtk+zs7Dh06BApKSm8/PLLBAUFcffuXebOncvhw4fZt2+fSX+VSsWkSZNo3Lgxrq6uXLp0CYDY2FgMBgNLly7l9ddfZ9CgQeh0Os6fP6+MrVatmkmQtkuXLkqmb4ExY8awdOlS5X7Lli3MnDmTpKQkhgwZglqt5ty5c3z//ffY29tTr149Bg0aRExMDGZmZuj1+hJ/H552Oymx0DOtVmuSra1SqVCr1SQnJxc7z9Nj7O3tuXv3bolt6enpGAyGYscJIYQQQgghhBBCiH8XyVwW/4hly5aRkJDAkiVL6NatG1WrVi3Up06dOjx48ABzc3OMRiOVK1cmJyeHefPmceXKFdzc3BgwYABTpkzBwsICgIoVK7J06VIGDBhAbGwsHTt2ZODAgaSmpuLs7MyxY8ewsLDg4MGD7Nu3j9zcXKZPn87o0aM5fPgwZcqUwWg0cv36dVatWsW9e/eUjF0vLy/69OlD48aNqVKlirLOevXqYWNjQ1JSEv3796d///5s2LCBEydOsHHjRr799lsqVapE9erVefPNN5VxZmZmJlnClpaW2NnZmXyD3NxczMzMlEP5zM3NqV69Oo8ePaJmzZrodDrOnj3L2LFjsbCw4OrVq1StWpX169ej1+vZtGlTqeoyN532NtfWbTcpi6HRaLC0tDTpZ2VlRWZmZpHZ30WNKehfUltB1ndx44QQQgghhBBCCCHEv4sEl8Xf7quvvuKjjz7i1KlTHDt2DH9/f/bv30/lypVN+kVFRTFmzBjWr19PmTJlWLFiBadOnWLatGm88847uLq68tJLL3Hjxg26du2qjHv11Vfp2LEjAwYM4OrVq5QpU4ZvvvmGWrVqYWVlRf/+/XFzcyMvL4/c3FzUarXJgXoRERGMGjUKAEdHRyXruV69evz888+cPHkSnU6nZNgWZCu7ubnxzTff8Omnn/L222/j6emJubk5dnZ2XL58mVq1alGjRo1iv4uZmRmrVq1izZo1yjO9Xs/p06fx9fUlOzubwYMHY2dnx5kzZ4iJieHw4cO0a9eO6Oho9Ho9lSpV4qeffnqhkhgAupxcktJSTYLLTk5OhUp3pKWlKQH9ojg5OZGYmFhk/+LarK2tsba2JjExUQm6P+s9QgghhBBCCCGEEOKfI8Fl8bcxGo2sXbuWGTNmEBoaSp06dahTpw7Xrl2jefPmrFq1ij59+ij9bWxsiIiI4JNPPmHatGn85z//oX379gBKJu+lS5ewsLCgcePGACQlJfH48WNq1arFvn376Ny5MzNnzqRt27Zcv34dHx8ffvvttyKDr1euXKF27drcuXNHyaS+desWGo2GMWPGcObMGW7evEmjRo1YuHAh7u7uZGdnYzQalQDouXPnOHjwIGfPniUrK0s5ZO/o0aP4+/s/8xtNmTKFZcuWKfe5ubmoVCogP4t327ZtWFhY8M477+Dr68uAAQNQqVRMmDCBQ4cOkZqaSps2bQBo166dSaD6Rfn4+JiUL4mLi0On05UYwPbx8eH06dNKkD4yMhIXFxeTtg4dOhRqa9asGadPn1aC8JGRkXh5ef3hPQghhBBCCCGEEEKIP5/UXBZ/i5MnT9K+fXvmz5/P999/T48ePZS2jz/+mLlz5zJixAiaNGnCkiVLSE1NJS8vjwkTJnDjxg3S0tI4efIkw4YNIzs7Wxl75MgRunfvrgRgv//+e5o1a8aqVauU+swFTpw4Qb169ahVqxbOzs44OzvzzjvvAHD//n38/PyIjIzkxo0b1KpVi9q1a9O2bVvMzc2pWLEi27dv5+rVqxw9epSWLVsCMGvWLJo0aUKjRo0AGDVqFGq1Gh8fH5MDCA8ePMgrr7yi3BcEpZ/F3NwctVqtZE8PHDjQpO7z/PnzWbNmDffu3WPhwoXk5OQQExNDYGAg9+/fL3ZenU6HVqs1uYrTpk0btFotW7ZsASAoKIiOHTuiVqtJSUkpsq5z3759CQ0NJTo6mvT0dFavXk2XLl0A6NevH+vWrSMhIYEHDx6wefNmk7YlS5ag1Wq5du0aYWFhSpsQQgghhBBCCCGE+HeR4LL4y928eZNu3bpRs2ZNatWqRZcuXShbtixWVlZYWlpStmxZ3n33XWrVqkWPHj3YtWsXFy5cwNnZmVmzZvHNN9/g7u6Oubk5Xl5etGrVSpk7NjbWpEbvwIED+emnn/jxxx/R6XTk5uYyaNAg7OzsyMrK4ujRo9y/f58zZ85gb29Pp06dAKhUqRLr16+nX79+HDt2jMaNG/Of//yHu3fv0r17d+rVq0fVqlVxd3fnxx9/VN63fPlyLl++THh4OLa2tnzzzTdcvHiRS5cuERYWBkBOTg63bt3C1tZWGWdtbY25uTkajUa59uzZw4oVK0yeaTQazMzMGDhwIJBfr7hs2bLKPJaWllhaWioZ0u+88w4ff/wx8N/s7qIsWrQIBwcH5apWrVqxfTUaDcHBwYwfPx5nZ2d2797NkiVLgPyyIdHR0YXGeHt7M3HiRJo1a4aLiwtqtZqxY8cC4O/vT4cOHfD09MTd3Z3GjRsrGeujR4+mQoUKVK1alQYNGjB8+HCaNm1a7NqEEEIIIYQQQgghxD9HZXye9Ekh/qBHjx5Rrlw5k2fz5s0jKSmJTz75pNTzTZo0iapVqzJq1CiaN2/OzJkzGTFiRKF+DRs2JDQ0lNWrV9OiRQulT+PGjZk0aRLDhg0z6T9y5Ei2bNlCfHw8rq6uAHz00Uc8evSIKlWqEBoayunTp03GhIeHM3r0aPLy8vDw8ADyS1icPHmS2rVrs3fvXh4+fMjgwYM5f/48jo6OGAwGJSBcoHfv3tSsWZOlS5cqmdgFsrOzsbKyom/fvowdO5YdO3ZQp04d4uPjqV27NidPnqRfv34cOXKEpk2bYm5uzsGDBwkNDS3y++l0OnQ6nXKv1WrzA8w92xLx8SaaeHgWGnP//n0iIiLw9fUt9HtZnNjYWBISEvDz8ytUO/ns2bNkZGTg5+dnsl+DwcCpU6ewtLSkefPmz/UeIYQQQgghhBBCCPHn0Wq1ODg4kJqaqpyNVRSpuSz+FuXKlUOv16NSqQoFVQsYDAYMBgMaTf7/lhcuXMDf398kA9fFxYVTp04p946OjmzcuJHXXnuNgQMHYmVlxfnz5/nggw/YtWsXycnJSqavSqWiadOmZGVlERcXxwcffMD8+fM5evQobm5uANSvXx+A//znP4wcORKATp060a9fP7Kysvj8889N1jxt2jRCQkKwt7fnt99+U54//YeuVatW9OrVi6VLlxIUFFTsN8jJyaFhw4YMHDiQyZMnY21tDeQHqwu+0YABA8jJycHZ2Rm9Xk/NmjWVEhuZmZlUqlSJR48eYTAYivnd+G/Gc2lUqlTJpJzJ86hbty5169Ytss3Hx6fI52ZmZrz88suleo8QQgghhBBCCCGE+PtJWQzxt9m0aROurq64ubnh5ubGypUr2bZtm3Lv6upqcgCdwWDA0tKS+Ph44uPjCQsL49GjR4Xmbdy4McnJydy6dQuAH374gXLlypGRkYFWq6Vy5cpK34iICGJjY/Hy8uKLL77gxo0bSmA5OTmZoKAglixZwrRp03jw4AEADRo04NGjR7Rs2VIpo1Fg6tSpnDt3jrt379KxY0flKgiQP6lu3bpFlpB4koWFBbt27eKnn36iTp06hIeHm7SHh4eTmJjIwIEDmTNnDhs2bKBBgwbk5eUB+QF5T8/8rOOCOs1/hpiYGHx8fHB0dGTq1KnPVS86LCwMV1dXqlSpws6dO03a1q5dS8WKFfHw8ODo0aMmbbNmzcLR0ZGGDRty8eLFP20PQgghhBBCCCGEEOLPJcFl8bd5++23uX37thIsnjRpEm+88YZyf/v2bSZPnqz0Nzc3LzTH03WEhw0bhpeXF3Xq1FFKUuzbt4/XXnuNI0eO0KRJk0IlJopSUJu5b9++vPfee7z66qusXLmSnJwcBg4cSPXq1YmJiSE1NZXU1FQuXLgAgLOzMzY2NlSpUoWDBw8q15NycnJo3749gYGBvP766yWuw2g0UqNGDfbu3cv06dMJDg4mKyur2P4PHjygUaNGzJ8/H4C8vDwSExOpWLEiM2bMeOa+n2ZpYY6znYPJM51Oh7+/P02bNuXcuXPExsaydevWEueJiYlh8ODBzJkzh0OHDjF37lyuXr0KwKFDhwgMDGTTpk1s376dgIAA5S8NNm7cyMaNG9mzZw8LFixQsrSFEEIIIYQQQgghxL+PBJfFv1ZeXh7x8fFUrVqVqlWr0qNHD/R6PYDy3z59+rBmzRoiIiLQaDTcunWLyMhI2rVrx/Lly5WD8NLT001KURRk+hYYNmwYN2/eZPny5UD+gXfDhg3Dz88Po9HI+fPnad26NZ06dWL58uUMGTJEGZubm8vt27dp1KiRchXMn5ubi4WFBTNmzODq1asm456m1+tN1jVmzBj27dunlMZ40r1795g5cyabNm0iIyODvLw8pk6dyqZNm4iPj2fo0KHcvXu3VN8bIGLJeqqXr2Dy7MCBA6SmprJixQpq1KhBUFAQmzdvLnGe4OBg2rVrR0BAAA0aNGD8+PGEhIQAsH79eoYNG0avXr2UciEFGdrr168nMDCQl19++f+1d+/xPdf//8dv753e27CTEWa2kbAM2WiSU6h8NBP6pEhon+QQOX1KTh1E6quDj0NE1BxrYvpESx9J5Jxms7KS44Rh23ub7e2w9+8PH6/f3nawNys+3K+Xy+vy8Xw9D6/n693l+XldLg9PjyddunShXr16bNy40eH3EBERERERERGRP5+Cy/KXGDZsGNWrV7dLizFr1iyWL19ulKtVq4anpyeLFy8GLuVIbtGiBUePHuXo0aOsW7fOOEguPz8fgOjoaB5//HEjJ/HcuXO59957iY+P5+jRozz11FN06tSJ5ORkWrduzZEjR/jb3/7G/v37CQgIMOY3cuRIVq1aRcWKFYFLOaI///xzGjRowLJly3BxcWHu3Lk0b96c119/ndGjRxt9rVYrgYGBJCcnG1fh4DJcyttcOD1HcfLz80lJSSlyYOCVLl68yL59+xgxYgSbNm0iPj6ezp078+GHH3L//ffz1FNPsXLlSmJiYjh48GBZ/xMBEOhfpci9xMREIiMj8fT0BC4dkpiSklLqOImJiTzwwANGuXnz5uzatavUOpvNRlJSUon9RERERERERETk5mKylSV5qshf5Ny5cxQUFBjBYkfZbDYOHDhA7dq1OXLkCIGBgZw/f94uxcZHH33E/fffz1133XVNzzhz5gx+fn52z8zLyzOCr9fj8ccfN3YHl+bcuXO4ubkBcP/99xMdHW0X8IZLOaR9fX3L9NzLJ4Am7/+Nu2vXsasbOXIk+fn5zJw507hXpUoVUlNTSxw/PDycl156icceewyAvXv38uSTT5KYmEjlypX56quvjAP9vvzySyNFhpeXFydPnqRKlUtB7pkzZ5Kamsr7779fpvcQEREREREREZHrdzlWlJWVhZeXV4nttHNZbipubm7XHFiGS7udL+deDgwMBIrmbu7fv/81B5YBu8Dy5WeWR2AZLgWqL88bKDHf8OXAMkClSpXw9/cv0qasgeXCwl8cyOH0k3b3XFxcMJvNdvfc3d05e/ZsieNc2adw+5LqLh+CWFI/ERERERERERG5uSi4LHIDrV+/nq5du3L5HxBYLBa7YPjQoUMZOHCgUd6+fTvJycl2Yzg7Oxc5tHDbtm2cOHHC4flYz53nVHaW3T0/Pz/S09Pt7mVnZ9sFuK90ZZ/C7Uuq8/DwwMPDo8R+IiIiIiIiIiJyc1FwWeQG+uabb/D19TWCw6dPn8ZqtQKXcjmvWLHCOJQQYNq0aUZO6tL069ev3A7Ca9asmV0e6AMHDmC1Wovs4C6tz+7du40c16XVRURElFgnIiIiIiIiIiI3FwWXRW6gdevW0blzZ6O8f/9+jh07Blw6nLBq1aq0bt3aqHdxcSnTTl5XV9ci6UAKs1qtWCwWu6skrVu3xmKxsGDBAgAmT55Mhw4dcHZ2JjMzk4sXLxbp0717d5YtW0ZSUhI5OTlMnz6dhx56CIAePXowa9Ys0tLSOHHiBPPnz7ermzp1KhaLhdTUVOLi4ow6ERERERERERG5uSi4LHKDHD58mNTUVB588EEAjh49SkZGBps2bQIuHRw4fPhwuz4mk6lICoziXK3NlClT8Pb2Nq7CeZ6v5OLiwrx58xgyZAj+/v7Ex8czdepU4FJe56SkpCJ9GjduzLBhw4iIiCAgIABnZ2cGDRoEQFRUFO3bt6du3bqEhIRwzz330K1bNwAGDBhA1apVqVmzJmFhYfTt25fw8PCrvq+IiIiIiIiIiPz1XG70BERuV7Vq1eLMmTM4OzsD8NVXXxEREcHevXs5cOAAEydO/NOePWbMGEaMGGGULRZLqQHmLl26sH//fnbt2kVkZCSVK1cGMHJFF+eNN96gV69epKWl0aZNG2PHtclkIjY2lqFDh5Kbm0ubNm2MYLjZbGbdunVs3rwZs9lM8+bNy+N1RURERERERETkT6DgssgNdDmwbLPZmD17Nn369CE1NZWJEyfyySef/GnPNZvNmM1mh/pUq1bNLoVHWYSGhhIaGlpsXbNmzYq97+TkRKtWrRx6joiIiIiIiIiI/PWUFkPkJjB79mwyMzOJiYlh3LhxfP3118yZM+dGTwuA5ORkmjVrhq+vL6NHjy51t/JlcXFxBAUFUaNGDZYuXWpXN3PmTO644w5q167N+vXr7erGjh2Lr68vjRo1Ys+ePeX6HiIiIiIiIiIiUr4UXBa5wRYtWsSIESNYuHAhFSpUoHr16nz22We88MIL/POf/yQvL89oe/78+TKPW5Yg8JXMbq74V/I2ylarlaioKMLDw9m5cycpKSksXLiw1DGSk5Pp1asX48ePJyEhgQkTJrBv3z4AEhISGDVqFHPnzmXRokXExMRw+vRpAObMmcOcOXNYvXo1kyZNomfPnpw7d87hdxARERERERERkb+GyXYtESgRuW4nTpzg5ZdfZvHixSxcuJCePXva1W/dupVu3bpRUFBA//79GTx4MM8//zxr1qzB3d3daJebm4urq6uR0xggOzubJUuW8Pjjj5dpLhaLBW9vb5L3/8bdtesY91etWkX//v05evQonp6eJCYmMnjwYOPQweK88MIL/PLLL3z11VcAvP/++6SnpzNp0iS6du1KtWrV+OCDDwAYPnw4d999NzExMTRp0oSePXvy0ksvAfDoo48yePBgOnToUKZ3EBERERERERGR8nE5VpSVlYWXl1eJ7bRzWeQG+OOPP2jatCmbN29m8+bNRQLLAJGRkSQnJ/PEE0/w/fffU7lyZT7//HPy8/PJzMw0rvPnz3P27Fm7e2FhYde06zfQv4pdOTExkcjISDw9PQFo1KgRKSkppY6RmJjIAw88YJSbN2/Orl27Sq2z2WwkJSWV2E9ERERERERERG4+OtBPpIySk5Np2LCh3b0LFy5gMpmMg/lKUlBQwIULF4zdxdWrV+ebb74hKCjICNwCnDx5ksqVKxvj+fn58e6775Z5jpfn89NPP5W5T2FHTqVzd6G/jbJYLISEhBjly++akZGBr69vsWNc2cfLy4tjx46VWpeTk0NBQUGRutTU1Gt6DxERERERERER+fNp57JIIQUFBVSrVs3IA3zZ2bNnadeunZE7+LJJkybh7e2Nt7c3Pj4+eHp64uLigo+PT5HrkUcesesbFBREeHg4W7ZsMe7179+fGTNmlDi/ESNG8P333xvlIUOGEB8fb5S//fZb7rrrLjIyMq7p/cNfHMjh9JNG2cXFBbPZbNfG3d2ds2fPljjGlX0Kty+pzsXl0t9zldRPRERERERERERuPgouixTi5OTEmTNnqFy5st19T09PBg8eXGQn7SuvvEJOTg5ZWVlkZmYyZMgQevXqZZeiIjMzE4vFwtdff23Xd8WKFZw5c4bQ0FAuXLgAwNGjR2nZsiVw6UA+q9Vq16d169Z07tyZtWvXAtCnTx+GDx9Ofn4+AJ999hnt2rUrcVfx1VjPnedUdpZR9vPzIz093a5Ndna2XX7nK13Zp3D7kuo8PDzw8PAosZ+IiIiIiIiIiNx8FFwWuUKFChUAOHToEHApPYOfnx8zZsygX79++Pv7YzKZiuwOttlsrFixokwH0BUUFPDmm28yePBgVqxYQe3atQkKCiIxMZEePXoQHBxMSEgIISEhWCwWo1/Xrl2JjY0lKSkJuJSXuGvXrqSlpZGXl8fKlSsZP358ef0UNGvWzG5n9YEDB7Barfj5+ZW5z+7duwkICLhqXURERIl1IiIiIiIiIiJy81FwWeS//va3v5GYmIizszNffvklLVq0wGq14urqyo8//sipU6eMCyiyqzY+Pp5jx44VSX9RnPnz55OSkkLz5s3p378/hw8fJj4+ngYNGnDw4EHjOnbsmHEi5+UD+qKjo/nnP/8JQKVKlYiLi6N9+/Y0aNAAd3d3mjVrRt++fUt9vtVqxWKx2F3Fad26NRaLhQULFgAwefJkOnTogLOzM5mZmVy8eLFIn+7du7Ns2TKSkpLIyclh+vTpPPTQQwD06NGDWbNmkZaWxokTJ5g/f75d3dSpU7FYLKSmphIXF2fUiYiIiIiIiIjIzUcH+on819GjR6lcuTK5ubnExMSwZMkSzGazkQ/4SoUP8btw4QLjxo2jR48eV01JkZaWxtixYwkJCeHIkSPUqFEDNzc3cnNzyc3NJTg42K5948aNiY+Pp3///qxatYrc3FzOnj2Lh4cHTk5O/Pjjj/j7+xvtFy5caJeXuThTpkzh1VdfvcovcilH8rx583jiiScYPXo0Tk5ObNiwAQBfX192795NkyZNisx32LBhRERE4O7uTt26dRk0aBAAUVFRfPbZZ9StWxeA9u3b061bNwAGDBhAfHw8NWvWxGq1EhMTQ3h4+FXnKCIiIiIiIiIiN4aCyyL/dfz4cVxdXXFxceGrr76icePGAMXuzr3SuHHj2Lt3L2lpaXaBXoDz58/j4+NjpNkYMWIE3bt35+effyYgIIBff/2VChUq0KdPH1q0aMHAgQONvgUFBUbe5UWLFgGXDrpzd3c36otjMplKne+YMWMYMWKEUbZYLAQGBhbbtkuXLuzfv59du3YRGRlp5KO22Wwljv/GG2/Qq1cv0tLSaNOmjbHL22QyERsby9ChQ8nNzaVNmzbGXM1mM+vWrWPz5s2YzWaaN29e6juIiIiIiIiIiMiNpeCyCHD69Gn8/f05fPgw9erVMwLLADk5ObRq1cpupzJcSlPh7u7O2rVreeuttzCZTGzZsoX69evbtduwYQP/+Mc/jPKwYcOoXbs2PXv2xMnJycjxvGnTJrvAMlw6YNDDw6PIfC8HZPPz82natClOTv8/w01OTg5/+9vfSn1fs9mM2WwutU1h1apVo3PnzmVuDxAaGkpoaGixdc2aNSv2vpOTE61atXLoOSIiIiIiIiIicmMo57IIULlyZVJSUtizZw85OTmcPHkSgBMnTmC1Wtm3b59dLuRff/2VihUr8tlnn9G9e3deffXVUtNhFE6tcd9991GtWjW7+rS0NDIyMujUqRM+Pj74+PhgMplYuHBhqfM+f/48Q4cOpVOnTmzYsAEXFxdOnTrFJ598cu0/xhWSk5Np1qwZvr6+jB49utQdy5fFxcURFBREjRo1WLp0qV3dzJkzueOOO6hduzbr16+3qxs7diy+vr40atSIPXv2lNs7iIiIiIiIiIhI+VNwWaSQb775hkqVKtGkSRN27txJamoqQUFBeHp62rW78847WblyJU8++SSvvfYa48ePL3XcwjuLixMQEEBGRgaZmZlkZmby6aefEhISQu/evYttf+zYMf7+979z7tw5fvrppxJ3CDvK7OaKfyVvo2y1WomKiiI8PJydO3eSkpJy1YB3cnIyvXr1Yvz48SQkJDBhwgT27dsHQEJCAqNGjWLu3LksWrSImJgYTp8+DcCcOXOYM2cOq1evZtKkSfTs2dM4xFBERERERERERG4+Ci6L/Fd6ejqrV69mxYoVDBw4kCFDhrB27Vratm1bbPuuXbuyefNmRo0aBZSeg/hqOZAB5s6dy8CBA/n55595/fXXGTduXJHDBG02GxcvXqRt27Y0btyYc+fO8cUXX9CpUye7dpmZmaSlpV31mVfaNXU2tapUNcpr164lKyuLd955hzp16jB58mTmz59f6hjz5s2jXbt2xMTEEBYWxpAhQ4iNjQVg9uzZPP3000RHR3PfffcRHR3NypUrjbpRo0bRqlUrunTpQr169di4caPD7yAiIiIiIiIiIn8NBZdF/mv48OF07tyZWrVqMX78eD799FMWLlzI3//+92LbOzs72x06V1BQQIsWLfD397e7oqOjiz0U8MKFC3b3e/Togb+/P5GRkWzZsoW77767SJ+ff/6ZixcvEhYWRtWqVXnqqado2bIld955JyaTiby8PC5evGgcSFiWFBaFBfpXsSsnJiYSGRlp7Nxu1KgRKSkppY6RmJjIAw88YJSbN2/Orl27Sq2z2WwkJSWV2E9ERERERERERG4+OtBPBFi3bh2ff/45ycnJxr2pU6fi7+9fZFfwlXx8fKhYsSIWiwVvb2+cnZ35448/cHV1xWQyYbPZ+OWXX3BycuKVV15hwoQJtG3blu3btzNw4EAyMzMZNGgQAQEBxMbG4uXlhc1mIzIykjvuuIOhQ4fy8ssvA5cOyfvxxx+ZNGkSEyZMAC4FuYODg8nKyiIrK8vY7Xw5b7MjjpxK524vL6NssVgICQkxyiaTCWdnZzIyMkrMMX1lHy8vL44dO1ZqXU5ODgUFBUXqUlNTHZq/iIiIiIiIiIj8dbRzWQTo2LEjycnJ1K5d27j3wgsvsHjx4qsGaN3c3Ni0aRNHjhyhf//+REVF4eTkhKurK7/88gsXL17EZrPRp08f3N3djT5r1qzh8OHDVK9enejoaM6ePcsjjzzCkSNHsFgsHDhwgL59+5KXlwfA8ePH8fX1JTQ0lCpVqtC2bVsOHz7M0aNHOXjwIBMnTmTQoEHYbDZsNhsZGRkO/w7hLw7kcPpJo+zi4oLZbLZr4+7uztmzZ0sc48o+hduXVHc5IF5SPxERERERERERufkouCzyX4UDywB169YlLCzsqv0uH9YXEBDA+vXriY6OBsDV1bXEtpf/99ChQ2RkZHDvvffi7Oxs1zY4OBjAuO/u7s65c+dwc3PD2dmZ8PDwYp9xPaznznMqO8so+/n5kZ6ebtcmOzsbNze3Ese4sk/h9iXVeXh44OHhUWI/ERERERERERG5+Si4LFJOTp48ya+//kqHDh0AigSLi7N27Vo6duxoBJuv5spd1F988QXe3t5Uq1aNCRMmsGDBAqpVq4afnx8vvvii4y9xhWbNmrFlyxajfODAAaxWK35+fmXus3v3bgICAq5aFxERUWKdiIiIiIiIiIjcfBRcFiknX331FR07dsTDwwO4dMBf/fr1cXFxwcXFhU8++aTYPi1atLjmZzo7O3PPPfdw/PhxXnvtNfr168fx48cZOnRoqYf5Wa1WLBaL3VWc1q1bY7FYWLBgAQCTJ0+mQ4cOODs7k5mZWexBhd27d2fZsmUkJSWRk5PD9OnTeeihh4BLhxbOmjWLtLQ0Tpw4wfz58+3qpk6disViITU1lbi4OKNORERERERERERuPgoui5STEydOUKFCBaN87tw59u/fz4ULF7hw4QJ9+vQp0qdHjx7MnDmTc+fOAfDJJ58QHBxsXLNnzy71maXteC6tbsqUKXh7extXYGBgse1cXFyYN28eQ4YMwd/fn/j4eKZOnQqAr68vSUlJRfo0btyYYcOGERERQUBAAM7OzgwaNAiAqKgo2rdvT926dQkJCeGee+6hW7duAAwYMICqVatSs2ZNwsLC6Nu3L+Hh4aW+v4iIiIiIiIiI3DguN3oCIreKYcOGERoays6dO7nzzjuxWq2YTCby8/MBit3l27t3bz777DNjV3OfPn2YMWOGUf/SSy8V+6xz587h6el5zXMdM2YMI0aMMMoWi6XEAHOXLl3Yv38/u3btIjIyksqVKwOUujP6jTfeoFevXqSlpdGmTRsjd7LJZCI2NpahQ4eSm5tLmzZtjFQfZrOZdevWsXnzZsxmM82bN7/m9xMRERERERERkT+fgssi5cTNzY0nnniCzz77jCeffBKAoKAguzaNGzcu0q9169Zs376du+66q9TxbTabEaA+duwYHTt2vOa5ms1mzGZzmdtXq1aNzp07O/SM0NBQQkNDi61r1qxZsfednJxo1aqVQ88REREREREREZEbQ2kxRMpBQUEBaWlp/Prrr1y4cIH169fTpEkTbDabcT399NN2faxWK8OGDWPq1KllSv+Qn5+P1WrFarWybds2IiMji909fPLkSY4ePVqmAwXLIjk5mWbNmuHr68vo0aNL3bF8WVxcHEFBQdSoUYOlS5fa1c2cOZM77riD2rVrs379eru6sWPH4uvrS6NGjdizZ0+5zF9ERERERERERP4cCi6LlJPBgwfj5eXFsGHDeP/99+nbt2+p7c1mM+Hh4cTHxzNgwAAAli5dSsOGDY1r/vz5Rvvq1atTUFDAhAkTCA0NJTAwkAsXLhQZd8aMGSxZsoQHHnjA4Xcwu7niX8nbKFutVqKioggPD2fnzp2kpKSwcOHCUsdITk6mV69ejB8/noSEBCZMmMC+ffsASEhIYNSoUcydO5dFixYRExPD6dOnAZgzZw5z5sxh9erVTJo0iZ49exq5qEVERERERERE5Oaj4LLIdTp//jxOTk6sWrWKuXPnMmnSJFxdXXnuuecAyMrKIiUlhaNHjxqH7F0OCvfp04cWLVoY95544gmSk5ON65lnnrELsH788cfMmzePDz/8EID69eszcOBAYx4FBQWMHDmS9PR02rdv7/C77Jo6m1pVqhrltWvXkpWVxTvvvEOdOnWYPHmyXcC7OPPmzaNdu3bExMQQFhbGkCFDiI2NBWD27Nk8/fTTREdHc9999xEdHc3KlSuNulGjRtGqVSu6dOlCvXr12Lhxo8PvICIiIiIiIiIifw0Fl0Wu0/nz540/p6SksH37dlauXGnkND5//jwtW7YkOzubhx9+uEify5o2bUq7du3s7nXu3JkHH3wQgC1btjBx4kQSEhKM/Mx169bl8ccfBy7tMs7Pz8fb25sKFSpc07sE+lexKycmJhIZGWkcHtioUSNSUlJKHSMxMdFu13Tz5s3ZtWtXqXU2m42kpKQS+4mIiIiIiIiIyM1HB/qJXCeLxWL8OTQ0lJ9++smu3t/fn4yMDLt73333XZFxLgeRCyt8uF2LFi3Yv3+/kUvZZrNhMpmM+nHjxl3T/EtjsVgICQkxyiaTCWdnZzIyMvD19S1THy8vL44dO1ZqXU5ODgUFBUXqUlNTy/uVRERERERERESknGjnskgxJk2aVGywtm7duiQnJxfbZ9iwYaxbtw6As2fPcubMGbKzs8nJyTGuvLw8o/306dON9gAHDx5k7dq1APj5+Rl5igsrfEjf/fffbxekPnDgACaTiZycHAff9v87nnHGruzi4mLswL7M3d2ds2fPljjGlX0Kty+pzsXl0t9zldRPRERERERERERuPgouixTSqFEjGjZsyIwZM5g7dy4NGzZk8uTJNG3alIYNG3L48GG6detGw4YNeeyxx4x+Bw4c4KOPPiIwMBC4lD84ICCAGjVqULNmTWrWrEmVKlWIiooy+oSHh9OzZ08SEhIAiIuLY/bs2QC4urpiNpux2WzFHmr3008/kZ6ezn333WfcuxyYvTIY7IjjmfY7rP38/EhPT7e7l52djZubW4ljXNmncPuS6jw8PPDw8Cixn4iIiIiIiIiI3HwUXBYpZOvWrcyYMYOTJ0/yj3/8g0WLFjFq1Cg2bdpEdHQ0586d49y5c3z33XcsXrzY6Ddt2jRefvll6tevT2ZmJiNHjiQvL4/s7GwyMzPJzMzkpZdewsvLy+jTsmVL4uPjueeee4BLweWdO3cSHBzMqVOnuP/++wkKCiI0NLTIPN977z0GDhyIs7Mzubm5AEYg1tXVtdx+j2bNmrFlyxajfODAAaxWK35+fmXus3v3bgICAq5aFxERUWKdiIiIiIiIiIjcfBRcFikkPz+fZ599lqioKA4dOsQjjzzCDz/8wI4dO/j0008JCAhg0KBBREdHk5+fD1xKZ7FhwwZGjhwJQJcuXXjllVeKjJ2dnW0El9PT00lPT6d+/fr4+fmxYcMGjhw5wu+//87BgwepUqUKmzZt4vDhw/z222924xw5coSlS5fi6+vLnj177PIUX3Y5H/Mvv/xS7HtarVYsFovdVZzWrVtjsVhYsGABAJMnT6ZDhw44OzuTmZnJxYsXi/Tp3r07y5YtIykpiZycHKZPn85DDz0EQI8ePZg1axZpaWmcOHGC+fPn29VNnToVi8VCamoqcXFxRp2IiIiIiIiIiNx8FFwW+a8TJ07Qpk0bevXqRXh4OEFBQaxcuZJDhw7Ru3dvli9fjru7O126dKFz585ERkZy+vRpBg4cyJQpU3Bzc2PNmjUkJSUxYMCAIuMXDi6PGTOGrl27UrNmTZKTk2ndujXbtm3D3d39qvOcOHGikSrDbDbj4eFRpI3JZMLd3b3EtBJTpkzB29vbuC6n87iSi4sL8+bNY8iQIfj7+xMfH8/UqVMB8PX1JSkpqUifxo0bM2zYMCIiIggICMDZ2ZlBgwYBEBUVRfv27albty4hISHcc889dOvWDYABAwZQtWpVatasSVhYGH379iU8PPyqv4eIiIiIiIiIiNwYJpvNZrvRkxC5GdhsNlauXEm3bt2YM2cOVquVn3/+mQ4dOlCzZk3uvfdewsLCWLhwIeHh4Wzfvp3c3FweeOABatWqRUFBAadOneLdd9/lueeeKzL+k08+Se3atZk0aZJxLzg4mDVr1hATE8Pvv/+Om5sbubm5ZGRkULlyZTw9PTl37hyNGjUiISGBb7/9lscee4ymTZvy5JNPEhkZycMPP8zBgwc5deoUVapU4fKSrlixIsnJyQQHBxeZi9VqxWq1GmWLxUJgYCDf/fQjrRvfU6T98ePH2bVrF5GRkVSuXLlMv2dKSgppaWm0adOmSJB7x44d5Obm0qZNG0wmk3G/oKCAzZs3Yzabad68eZmeIyIiIiIiIiIi5ctiseDt7U1WVpZdmtcrufyFcxK5qZlMJrtdtLGxscybN4/Ro0dTu3ZtALudus2bN8dmsxEbG8v9999PfHw8y5cvL3bXMtjvXC7MycmJH374AYBjx47RpEkTKlWqRHBwMDt27LBrW69ePWbPns2KFSuu613NZrNDB/9Vq1aNzp07O/SM0NDQYvNFw6Xcy8VxcnKiVatWDj1HRERERERERERuDKXFECnGtm3bGDhwIHXr1qVLly40bNiQhg0b0qBBA0wmE6tWrQIuBaR79+6Nl5cXU6dOZe7cuXz66ads3769yJhZWVl4e3sXuZ+dnc2pU6eASzmNhwwZgoeHBxcuXGDNmjV2bWvUqMFjjz1W/i8sIiIiIiIiIiLiIAWXRa6wePFiHnzwQSZPnsykSZNYuXIlycnJJCcn88wzz9C2bVu6du1q12f48OE899xzNGzYkC1btjBu3Lgi45b0zwj69+/P1KlT2bhxI19++SUjRowA4MUXX+S5555j//79f8p7llVycjLNmjXD19eX0aNHU5ZMOnFxcQQFBVGjRg2WLl1qVzdz5kzuuOMOateuzfr16+3qxo4di6+vL40aNWLPnj3l+h4iIiIiIiIiIlK+FFwWKeTChQt8++23fP755wwdOhSLxULr1q358ssvWblyJf/3f//HRx99ZNfnvffeIzk5mWeffZa9e/fSpEkT1q1bx+7du+3anTx50i5f8fnz5zl9+jQ+Pj50796d7t27M3fuXCpWrAhAZGQkzz33HE2bNuWtt94qU1AX4OLFi2RmZpa5fWHVfHztylarlaioKMLDw9m5cycpKSksXLiw1DGSk5Pp1asX48ePJyEhgQkTJrBv3z4AEhISGDVqFHPnzmXRokXExMRw+vRpAObMmcOcOXNYvXo1kyZNomfPnsbBhSIiIiIiIiIicvNRzmWRQlxcXJg3b55R7tu3rxFgDQkJISEhgZCQEKN+06ZNDB8+HIDatWtTv359QkNDqVevHuPHj2fFihXs3buX1NRUjh8/ToMGDYy+O3bsoEaNGgwaNIiOHTsyfPhw2rdvD2AEhl9++WV8fX3JyMiwO/juwoULRnD6+PHjREREkJmZCYC3tzd+fn7k5eVx8eJFh96/mq+fXXnt2rVkZWXxzjvv4OnpyeTJkxk8eDD9+vUrcYx58+bRrl07YmJiABgyZAixsbFMmjSJ2bNn8/TTTxMdHQ1AdHQ0K1euJCYmhtmzZzNq1Cgj5/KCBQvYuHEjHTp0cOgdRERERERERETkr6HgskghP/74I1u3buXEiRP89ttv7Nq1i5ycHF555RVGjBhh7Cq+rGXLlrz77ru0adOGsLAwXFwuLannn3+erVu34uLiQteuXTl9+jRjxowhMDDQ6Hvfffexd+9e4NJBdu+//z5Wq5WpU6ditVrJy8sDYODAgUXmef78eZYsWcKRI0f49NNPCQkJoXLlynTu3Jm7776b2bNnExYWRkFBwXX9HomJiURGRuLp6QlAo0aNSElJuWqfTp06GeXmzZvz2muvGXVPPvmkXd3GjRt55plnSEpKYu7cuXZ1u3btUnBZREREREREROQmpeCySCGVKlUiISGB4OBgWrVqxYgRI7jnnntwcio+g4zJZOKFF14ocj8kJIScnBycnZ359ddf6dixIwcOHCjS7nIw+vHHHycsLIxmzZrRrl07YxdycWw2G02aNGH+/PmsX7+eu+66i+PHj1OtWjXi4+Pp1asXjRs3JjY2lrp16zr0/sczztjlhbZYLHY7tU0mE87OzmRkZODr61vcEEX6eHl5cezYsVLrcnJyKCgoKFKXmprq0PxFREREREREROSvo+CySCF169YlPj7e4X7nzp3D1dXVSF2Rl5dnBF/NZjOffvopSUlJXLhwgdzcXLy9vcnOzgbA1dUVuJRWY+3atYSHh5Ofnw9cCuaazWbjOVlZWfTq1YvExES+++476tSpw7Fjx7jrrruYOHEio0ePZsOGDbz22mv07NmTvXv34uPjU+b3OJ6ZwV1BwUbZxcXF7vkA7u7unD17tsTg8pV9Lrcvre5ykL2kfiIiIiIiIiIicvNRcFmkHLRq1Yrk5GQ8PDwAjF3Ls2bNwt3d3Qie5ufnU7NmTX755ReGDRvG0qVLcXZ2LjJeQUEBeXl5eHp6kpuba9yvUKECkZGRfPDBB9SsWRObzcbQoUPJy8szDr9zdnbm1VdfZeTIkXa7kK+Fn58fycnJdveys7Nxc3MrtU96enqx7Uuq8/DwwMPDg/T0dGPOV3uOiIiIiIiIiIjcWMX/W38Rcci2bdvIzc3l1KlTnDp1itDQUObNm0eTJk1YtWqVcT8nJ4dffvkFgI8++oi8vDxycnLsrvT0dNq3b09oaCg//PCD3XNcXFwYN24cNWvWBOCf//wnW7duZdu2bcyfP59x48YZh/iVFli2Wq1YLBa7qzjNmjVjy5YtRvnAgQNYrVb8/PyKbV9cn927dxMQEHDVuoiIiBLrRERERERERETk5qPgskg5y87OZs+ePbRo0cLu/owZM4iNjS21b0ZGBh07dsRms7Ft2zYaN25cYruePXuydOlSvv76ayIiIvjPf/7D8uXLadmyJd98802pz5kyZQre3t7GVfigwcJat26NxWJhwYIFAEyePJkOHTrg7OxMZmamEcgurHv37ixbtoykpCRycnKYPn06Dz30EAA9evRg1qxZpKWlceLECebPn29XN3XqVCwWC6mpqcTFxRl1IiIiIiIiIiJy81FwWaScJSQk0KBBA4KDg417aWlpjB07ttT8x2lpabRq1Yp69eoRHx9PxYoVi7Q5ffo0U6ZMITQ0lJMnT/Ljjz8SGhoKXDpEcOvWrVSvXp2OHTvSsGFDxo8fj81mKzLOmDFjyMrKMq4jR44UOycXFxfmzZvHkCFD8Pf3Jz4+nqlTpwLg6+tLUlJSkT6NGzdm2LBhREREEBAQgLOzM4MGDQIgKiqK9u3bU7duXUJCQrjnnnvo1q0bAAMGDKBq1arUrFmTsLAw+vbtS3h4eIm/l4iIiIiIiIiI3FjKuSxSjmw2G2+//TaDBw827hUUFNC/f3+effZZoqKiiu2XnJxMp06d6N27N1OmTClx/A0bNvD+++/TpUsX5s2bx1133VWkTU5ODmPHjiUjIwM3NzfjkMHCzGZzkYP6StKlSxf279/Prl27iIyMpHLlysa7luSNN96gV69epKWl0aZNGyN3sslkIjY2lqFDh5Kbm0ubNm2M+ZnNZtatW8fmzZsxm800b968TPMTEREREREREZEbw2QrLUIkIg6ZNm0a7733Hvv27cPT05PIyEgqVqxIXl4eGzZswNXVtUifr7/+mscff5xx48YxcuTIqz7j/Pnz7Nmzh+joaI4ePVqkvm3btgwaNIi///3vZZ63xWLB29ub7376kdaN7ylzPxERERERERERufVcjhVlZWWVeq6X0mKIlJN///vfjBkzhgULFuDp6UlGRgYnT54kMzOTL774wggsXw4I5+Xl0b9/fx5++GHuvPNO+vbtW6bnuLq64uRU+tK9Wr2IiIiIiIiIiMj1UloMkXKwYMECBg0axPTp02nZsiWzZ8/m9ddfJysri7feegs/Pz8AcnNzufvuu1mzZg2jR4/GbDbzxx9/8O6779KgQQM6d+5M69atCQkJoVKlSri6uhp5kTt27GiksigoKODYsWPF5nDOyckxchw7qpqP7zX/BiIiIiIiIiIicntRcFnkOp05c4aFCxcyY8YMnnnmGT766CM++ugjli9fzpIlS+jXrx+jRo0CLh3Id++999KiRQuGDBlC586d8fb25s033+S5555jwYIFLFmyhAMHDmCxWMjPz8dmsxEREcEjjzxiPDM/P58aNWqUmBYjPz//mt6lmq/ftf0IIiIiIiIiIiJy21HOZZFyUFBQ8D+diqKseXREREREREREROTWp5zLIn+h/+XAsoiIiIiIiIiIyLVQRExEREREREREREREHKbgsoiIiIiIiIiIiIg4TMFlEREREREREREREXGYgssiIiIiIiIiIiIi4jAFl0VERERERERERETEYQoui4iIiIiIiIiIiIjDFFwWEREREREREREREYcpuCwiIiIiIiIiIiIiDlNwWUREREREREREREQcpuCyiIiIiIiIiIiIiDhMwWURERERERERERERcZiCyyIiIiIiIiIiIiLiMAWXRURERERERERERMRhCi6LiIiIiIiIiIiIiMMUXBYRERERERERERERhym4LCIiIiIiIiIiIiIOU3BZRERERERERERERBym4LKIiIiIiIiIiIiIOEzBZRERERERERERERFxmILLIiIiIiIiIiIiIuIwBZdFRERERERERERExGEKLouIiIiIiIiIiIiIwxRcFhERERERERERERGHKbgsIiIiIiIiIiIiIg5TcFlEREREREREREREHKbgsoiIiIiIiIiIiIg4TMFlEREREREREREREXGYgssiIiIiIiIiIiIi4jAFl0VERERERERERETEYQoui4iIiIiIiIiIiIjDXG70BETkxrPZbABYLJYbPBMREREREREREbnRLseILseMSqLgsohw+vRpAAIDA2/wTERERERERERE5GaRnZ2Nt7d3ifUKLosIfn5+ABw+fLjU/8MQkeJZLBYCAwM5cuQIXl5eN3o6Iv9TtH5Ero/WkMi10/oRuXZaP7c+m81GdnY2NWrUKLWdgssigpPTpfTr3t7e+iiIXAcvLy+tIZFrpPUjcn20hkSundaPyLXT+rm1lWUDog70ExERERERERERERGHKbgsIiIiIiIiIiIiIg5TcFlEMJvNTJw4EbPZfKOnIvI/SWtI5Npp/YhcH60hkWun9SNy7bR+5DKTzWaz3ehJiIiIiIiIiIiIiMj/Fu1cFhERERERERERERGHKbgsIiIiIiIiIiIiIg5TcFlEREREREREREREHKbgsoiIiIiIiIiIiIg4TMFlkVtUcnIyzZo1w9fXl9GjR1OWszvj4uIICgqiRo0aLF261K5u5syZ3HHHHdSuXZv169f/WdMWuSmU5/qx2Wz4+PhgMpmMa9KkSX/m9EVuuGtZQwA//PAD9erVK3K/tO+TyK2mvNdPo0aN7L5BMTEx5T1lkZvKtayhV199FT8/P8xmM48++ijZ2dlGnb5Bcjsp7/Wjb9DtQcFlkVuQ1WolKiqK8PBwdu7cSUpKCgsXLiy1T3JyMr169WL8+PEkJCQwYcIE9u3bB0BCQgKjRo1i7ty5LFq0iJiYGE6fPv0XvInIX6+818+vv/6Kj48PGRkZxjV69Oi/4E1EboxrWUMAu3bt4tFHH8VqtdrdL219idxqynv9nD17lv3793Py5EnjG/Svf/3rT5q9yI13LWto8eLFLF68mK+++oq9e/fy888/8+abbwL6BsntpbzXj75BtxGbiNxyVq5cafP19bXl5ubabDab7aeffrK1bNmy1D7Dhg2zPfTQQ0b5vffes40dO9Zms9ls0dHRtgEDBhh1L7zwgu3DDz/8E2YucuOV9/pZtGiRrWfPnn/ehEVuMteyhnJycmy1atWyvfbaa7agoCC7utLWl8itprzXz6ZNm2yRkZF/1nRFbjrXsoamTJli++GHH4zyhAkTbJ06dbLZbPoGye2lvNePvkG3D+1cFrkFJSYmEhkZiaenJ3Dpn6KkpKRctc8DDzxglJs3b86uXbuuWidyqynv9bN9+3a2b9+Oj48PVatWZdy4cWX+J84i/4uuZQ25urryww8/0KpVq2LH0zdIbhflvX62b9/O0aNHqVKlCj4+PgwcOLDI7maRW8m1rKGXXnqJFi1aGOV9+/ZRt25dYzx9g+R2Ud7rR9+g24eCyyK3IIvFQkhIiFE2mUw4OzuTkZFR5j5eXl4cO3bsqnUit5ryXj+pqalERUWxe/dulixZwgcffMDy5cv/vBcQucGuZQ25ubkREBBQpvH0DZJbWXmvn3379nH//fezadMmEhISWLduHe+++265z1vkZnEta6iw1NRUVq5cybPPPlvsePoGya2svNePvkG3D5cbPQERKX8uLi6YzWa7e+7u7pw9exZfX98y9bnc/mp1Irea8l4/a9euNe6HhIQwdOhQ4uLi6Nmz558we5Eb71rWkCPj6Rskt7LyXj8ffPCBXXnChAlMnz6dl1566brmKXKzup41VFBQQP/+/YmJieHuu+8udjx9g+RWVt7rR9+g24d2Lovcgvz8/EhPT7e7l52djZubW5n7FG5fWp3Iraa818+VqlatSlpaWvlMVuQmdC1ryJHx9A2SW1l5r58r6Rskt7rrWUOvv/46Z86c4e233y5xPH2D5FZW3uvnSvoG3boUXBa5BTVr1owtW7YY5QMHDmC1WvHz8ytzn927dxv/xLK0OpFbTXmun7y8PMLCwsjLyzPqtmzZQlBQ0J8zeZGbwLWsIUfG0zdIbmXlvX5atGjBkSNHjLK+QXKru9Y19MUXX/DOO++wYsUKI99scePpGyS3svJeP/oG3T4UXBa5BbVu3RqLxcKCBQsAmDx5Mh06dMDZ2ZnMzEwuXrxYpE/37t1ZtmwZSUlJ5OTkMH36dB566CEAevTowaxZs0hLS+PEiRPMnz/fqBO51ZTn+vHw8OCOO+5g0KBB7Ny5k3fffZclS5YwcODAv/q1RP4y17KGSlPa90nkVlPe6+fuu+9mwIABbNu2jY8//php06bpGyS3tGtZQz///DNPPPEE//rXvwgMDCQnJ8dIfaFvkNxOynv96Bt0G7GJyC0pPj7e5unpaatcubKtSpUqtr1799psNpsNsO3evbvYPi+//LLNzc3N5uXlZQsPD7edPXvWZrPZbAUFBbbevXvbPDw8bB4eHrZHHnnEVlBQ8Fe9ishfrjzXz6FDh2zt2rWzmc1mW7169WxxcXF/1WuI3DDXsoZsNpvt22+/tQUFBRW5X9L6ErkVlef6ycjIsHXt2tXm4eFhCwoKss2aNetPnLnIzcHRNfTCCy/YALur8FrSN0huJ+W5fvQNun2YbDab7UYEtUXkz3f8+HF27dpFZGQklStXLlOflJQU0tLSaNOmTZHcSjt27CA3N5c2bdpgMpn+jCmL3DTKe/2I3G6uZQ2VRutLbiflvX5Ebjf6BolcO32DxFEKLouIiIiIiIiIiIiIw5RzWUREREREREREREQcpuCyiIiIiIiIiIiIiDhMwWURERERERERERERcZiCyyIiIiIiIiIiIiLiMAWXRURERERERERERMRhCi6LiIiIiEiJsrOzeeSRR/D09KRq1ars2LHjRk+pXC1cuJC2bdve6GmIiIiI/E9ScFlEREREREq0cOFC/vjjD/bv3893331HrVq1rnvM4OBgNmzYcP2TKwdPPvkk//73v2/0NAAwmUwcPHjwRk9DREREpMxcbvQERERERETk5nX69GnCwsKoXr061atXv9HTKXdubm64ubnd6GmIiIiI/E/SzmURERERESli2bJlmEwmXn31VT7++GNMJhP169c36nfs2MG9996Lt7c33bp1Iysry6iLj4+nXr16VKhQgfbt23Ps2DEAHn74YUwmE4cOHaJdu3aYTCbefPNNoGh6ioMHD2IymYxy27ZtWbhwIe+88w5BQUGsWbPGqPvqq68ICwvDx8eHmJgYrFZrmd+zuLQYJpOJ559/nooVKzJ58mQiIiKoWbMmhw4dom/fvvTs2ZPw8HD8/PwYPHgw58+fN/rGxcVRr149/P39GTJkCPn5+UZdcHAw33zzDWPGjKFatWrs3bsXgPr16xvvGhISgslkYtmyZUa/Dz/8kFq1alGpUiW6detGTk4OAK+88gp9+/bltddew8fHh5CQEDZv3mz0W7p0KXXr1sXb25uePXva/Tf65JNPqFu3Lv7+/rz88svYbLYy/2YiIiIilym4LCIiIiIiRXTv3p2MjAxefPFFnnjiCTIyMox8y5mZmXTq1IlOnTqxZ88eLBYLI0eOBCAjI4PHH3+cMWPG8Ntvv1G1alUmTZoEwIoVK8jIyCAwMJAvvviCjIwMhg8fXuY5zZkzh3Xr1jFnzhzuvfdeAH777Teio6MZNmwYO3bsYPv27bz99tvX/f6enp6MGDGCV155hRkzZlChQgU2bdoEwOrVq5k0aRIbNmwgISGBGTNmAJcC7k8//TRTp05l06ZN7Ny5k5deeslu3PHjx3P06FEWL15McHCw0S8jIwOAxMREMjIy6N69OwB79+5l4MCBzJs3j5SUFE6fPs2sWbOM8dasWcPvv//O7t27admyJWPGjAHghx9+ICYmhmnTpvHTTz/xxx9/MHHiRAA2btxITEwM77zzDv/5z3/4+OOPWbx48XX/ZiIiInL7UVoMEREREREpwtXVFR8fH9zd3XFzc8PHx8eo+/LLL3F1dWXixImYTCZGjRpFnz59AKhYsSKHDh3C29ubnTt3kpuby8mTJwGoUKECAE5OTlSsWNFuzLLIycnhu+++s0tjsXz5cpo0aUJMTAwAgwYN4qOPPmLcuHHX8fbQr18/tm7dStOmTYmMjKR69erGDuVu3brRqVMnAAYPHkx8fDzDhw9n3rx59OrVi65duwIwbdo0OnbsyLvvvmvsTPb29iY2NtbuWZUqVTL+7OXlZfe71KlTh+PHj+Pu7s62bds4f/48+/btM+pdXFyYM2cOZrOZPn36MGDAAODSjuzevXvTpUsXAObOnWvsII+NjeXRRx8lKioKgKeeeorVq1fTu3fv6/rNRERE5Paj4LKIiIiIiDjk6NGjpKen4+vrC0BBQQHZ2dnk5+fj5OTESy+9xOrVq2nQoAGVKlXi4sWLDj/j7NmzRe4999xzRfIjHz16lN27dxsB2QsXLlCxYkXHX+oK7u7udv9bWGBgoPHngIAATpw4AcCRI0do3bq1UVenTh3y8vJIT0+natWqADz//PMOzSMvL49//OMffP/99zRu3BhnZ2e73zMyMhKz2Qxcyh99Ob3FkSNH7NJ91KtXj3r16gGXfrNvv/3W+M3OnTtHo0aNHJqXiIiICCi4LCIiIiIiDqpZsybh4eEsX74cAJvNRlZWFq6ursTGxrJ161YOHTpExYoVmTVrFp9++qldfycnpyI5fk0mEwUFBUZ5165dRZ57eefzlXOJiopi2rRpAFy8eLHYwHR5OnjwoPHnI0eOUK1aNQBq1arF77//btT9/vvveHh4UKVKFeNece9wmclkKvK7vP/++2RlZfHHH3/g6urKP//5T2MnOFza6VycwMBAu3l+++23vPXWW6xdu5aaNWsyYMAAIyXJ+fPn7X57ERERkbJSzmUREREREXFI586dOXz4MNu3b8fDw4O4uDgefvhhbDYb2dnZ2Gw2zpw5w9q1a3n99deLBEzr1KnD119/zR9//MF//vMf4NIO4JSUFCwWC+np6bz11ltlmkvPnj35/vvv+fXXXzGbzfzrX/+iX79+5f7Oha1atYo1a9awZ88eZs6caeRHjomJYfHixaxatYp9+/YxYsQIBgwYYHcwYWnq1KnD2rVrSUtLY+PGjQBkZ2dTUFBAeno6S5YsYfbs2WU6fK9fv37Exsby73//mwMHDjBlyhRq1aoFQJ8+fYiPj+f48eO4uLgwduxYxo4de42/hoiIiNzOFFwWERERERGH+Pj4sHr1aqZNm0bt2rX57LPPWL16NS4uLjz99NMEBwfToEEDXn31VQYMGMDPP/9Mfn6+0f/tt9/myy+/pFatWrzyyisAPPDAAzz44IOEhYXRuXNnXn755TLNpU6dOnzyySeMGDGCO++8kz179rB06dI/47UNjz32GC+++CKtW7emc+fORp7jiIgIPv74Y1588UVatmxJeHg4U6ZMKfO4s2fPZtq0aYSEhDBnzhwAXnjhBaxWK3fddRcLFizgmWee4aeffrrqWC1atODDDz9k+PDhNG3alGrVqhkHHbZq1YpXX32Vp556igYNGnDu3Dm7QwJFREREyspkK8tfe4uIiIiIiAh9+/YlODjYCIqLiIiI3M60c1lEREREREREREREHKadyyIiIiIiIiIiIiLiMO1cFhERERERERERERGHKbgsIiIiIiIiIiIiIg5TcFlEREREREREREREHKbgsoiIiIiIiIiIiIg4TMFlEREREREREREREXGYgssiIiIiIiIiIiIi4jAFl0VERERERERERETEYQoui4iIiIiIiIiIiIjD/h/4zHXygpIZFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:2944): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\手机上网速度决策树图.pdf'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YY=Y3\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "\n",
    "print(classification_report(y_pred,YY))\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('手机上网速度 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/手机上网速度featureimportance')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/手机上网速度决策树图\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "766dcb8b-051e-4c4a-9ef0-a9ec355e69fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      0.99      0.99       465\n",
      "           2       1.00      0.99      1.00       122\n",
      "           3       1.00      1.00      1.00       255\n",
      "           4       1.00      1.00      1.00       191\n",
      "           5       1.00      0.98      0.99       473\n",
      "           6       1.00      0.99      0.99       521\n",
      "           7       0.99      0.98      0.99       645\n",
      "           8       0.99      0.97      0.98      1026\n",
      "           9       0.97      0.97      0.97       847\n",
      "          10       0.97      0.99      0.98      2475\n",
      "\n",
      "    accuracy                           0.98      7020\n",
      "   macro avg       0.99      0.98      0.99      7020\n",
      "weighted avg       0.98      0.98      0.98      7020\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:15120): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\手机上网稳定性决策树图.pdf'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YY=Y4\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "\n",
    "print(classification_report(y_pred,YY))\n",
    "\n",
    "\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('手机上网稳定性 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/手机上网稳定性featureimportance')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/手机上网稳定性决策树图\")\n",
    "\n",
    "# '手机上网整体满意度', '网络覆盖与信号强度', '手机上网速度', '手机上网稳定性'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40960f89-7d6b-4c64-b054-5d5ba2fab0d3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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